Инвесторы из фонда **«Shut Up and Take My Money»** решили попробовать себя в новой области и открыть заведение общественного питания в **Москве**. Заказчики ещё не знают, что это будет за место: кафе, ресторан, пиццерия, паб или бар, — и какими будут расположение, меню и цены. Для начала они просят нас подготовить исследование рынка Москвы, найти интересные особенности и презентовать полученные результаты, которые в будущем помогут в выборе подходящего инвесторам места. Нам доступен датасет с заведениями общественного питания **Москвы**, составленный на основе данных сервисов **Яндекс Карты** и **Яндекс Бизнес** на лето **2022** года. Информация, размещённая в сервисе Яндекс Бизнес, могла быть добавлена пользователями или найдена в общедоступных источниках. Она носит исключительно справочный характер.

# Рынок заведений общественного питания Москвы

Загрузка данные и изучение общей информации

import pandas as pd # импортируем библиотеку pandas
import matplotlib.pyplot as plt # импортируем библиотеку matplotlib для будущих графиков 
import seaborn as sns # импортируем библиотеку seaborn 
import plotly.express as px # импортируем библиотеку plotly
from IPython.display import display # импортируем библиотеку display для вывода таблиц
from folium import Map, Choropleth # импортируем карту и хороплет
from folium import Map, Marker # импортируем карту и маркер
from folium.plugins import MarkerCluster # импортируем кластер
import json # подключаем модуль для работы с JSON-форматом
data = pd.read_csv('/datasets/moscow_places.csv') # создадим переменную по имени файла
display(data.head(5))

	name	category	address	district	hours	lat	lng	rating	price	avg_bill	middle_avg_bill	middle_coffee_cup	chain	seats
0	WoWфли	кафе	Москва, улица Дыбенко, 7/1	Северный административный округ	ежедневно, 10:00–22:00	55.878494	37.478860	5.0	NaN	NaN	NaN	NaN	0	NaN
1	Четыре комнаты	ресторан	Москва, улица Дыбенко, 36, корп. 1	Северный административный округ	ежедневно, 10:00–22:00	55.875801	37.484479	4.5	выше среднего	Средний счёт:1500–1600 ₽	1550.0	NaN	0	4.0
2	Хазри	кафе	Москва, Клязьминская улица, 15	Северный административный округ	пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00...	55.889146	37.525901	4.6	средние	Средний счёт:от 1000 ₽	1000.0	NaN	0	45.0
3	Dormouse Coffee Shop	кофейня	Москва, улица Маршала Федоренко, 12	Северный административный округ	ежедневно, 09:00–22:00	55.881608	37.488860	5.0	NaN	Цена чашки капучино:155–185 ₽	NaN	170.0	0	NaN
4	Иль Марко	пиццерия	Москва, Правобережная улица, 1Б	Северный административный округ	ежедневно, 10:00–22:00	55.881166	37.449357	5.0	средние	Средний счёт:400–600 ₽	500.0	NaN	1	148.0

Импортировали библиотеки `pandas`, `matplotlib.pyplot`, `seaborn`, `plotly` и `IPython.display`. Далее создадим переменную `data` и выведем первые **5** строк датафрейма. Данные распределены по **14** колонкам: - `name` — *название заведения* - `address` — *адрес заведения* - `category` — *категория заведения* - `hours` — *информация о днях и часах работы* - `lat` — *широта географической точки, в которой находится заведение* - `lng` — *долгота географической точки, в которой находится заведение* - `rating` — *рейтинг заведения по оценкам пользователей в Яндекс Картах* - `price` — *категория цен в заведении* - `avg_bill` — *строка, которая хранит среднюю стоимость заказа в виде диапазона* - `middle_avg_bill` — *число с оценкой среднего чека,* - `middle_coffee_cup` — *число с оценкой одной чашки капучино* - `chain` — *идентификатор которое показывает, является ли заведение сетевым* - `district` — *административный район, в котором находится заведение* - `seats` — *количество посадочных мест*

data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 8406 entries, 0 to 8405
Data columns (total 14 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   name               8406 non-null   object 
 1   category           8406 non-null   object 
 2   address            8406 non-null   object 
 3   district           8406 non-null   object 
 4   hours              7870 non-null   object 
 5   lat                8406 non-null   float64
 6   lng                8406 non-null   float64
 7   rating             8406 non-null   float64
 8   price              3315 non-null   object 
 9   avg_bill           3816 non-null   object 
 10  middle_avg_bill    3149 non-null   float64
 11  middle_coffee_cup  535 non-null    float64
 12  chain              8406 non-null   int64  
 13  seats              4795 non-null   float64
dtypes: float64(6), int64(1), object(7)
memory usage: 919.5+ KB

Датафрейм содержит **8406** строк и **14** колонок.

Предобработка данных

Проверка пропусков

data.isna().sum()

name                    0
category                0
address                 0
district                0
hours                 536
lat                     0
lng                     0
rating                  0
price                5091
avg_bill             4590
middle_avg_bill      5257
middle_coffee_cup    7871
chain                   0
seats                3611
dtype: int64

Проверим на наличие пропусков. В колонке `hours` с указанием времени работы есть **536** пропусков, это около **6%** всех данных. В колонках `price` (**60%**), `avg_bill` (**54%**), `middle_avg_bill` (**62%**), `middle_coffee_cup` (**93%**), `seats` (**43%**) пропусковслишком много, поэтому оставим как есть.

</div>

data['hours'].unique()

array(['ежедневно, 10:00–22:00',
       'пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00–02:00',
       'ежедневно, 09:00–22:00', ...,
       'пн-пт 08:30–21:30; сб,вс 09:00–21:30',
       'пн-чт 13:00–22:00; пт,сб 13:00–22:30; вс 13:00–22:00',
       'пн-сб 10:30–21:30'], dtype=object)

Проверим уникальные значения времени работы заведений.

data['hours'] = data['hours'].fillna('нет_данных')

Заменим пропуски в колонке `hours` на значение **нет данных**.

data[data['hours']=='нет_данных']

	name	category	address	district	hours	lat	lng	rating	price	avg_bill	middle_avg_bill	middle_coffee_cup	chain	seats
38	Ижора	булочная	Москва, Ижорский проезд, 5А	Северный административный округ	нет_данных	55.888366	37.514856	4.4	NaN	NaN	NaN	NaN	0	NaN
40	Кафе	кафе	Москва, Ижорская улица, 18, стр. 1	Северный административный округ	нет_данных	55.895115	37.524902	3.7	NaN	NaN	NaN	NaN	0	NaN
44	Кафетерий	кафе	Москва, Ангарская улица, 24А	Северный административный округ	нет_данных	55.876289	37.519315	3.8	NaN	NaN	NaN	NaN	1	8.0
56	Рыба из тандыра	быстрое питание	Москва, Коровинское шоссе, 46, стр. 5	Северный административный округ	нет_данных	55.888010	37.515960	1.5	NaN	NaN	NaN	NaN	0	NaN
108	Кафе	бар,паб	Москва, МКАД, 82-й километр, вл18	Северо-Восточный административный округ	нет_данных	55.908930	37.558777	4.2	NaN	NaN	NaN	NaN	0	NaN
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
8236	1у	кафе	Москва, Нагатинская набережная, 40/1к1	Южный административный округ	нет_данных	55.685528	37.673546	3.4	NaN	NaN	NaN	NaN	0	NaN
8375	Улица Гурьянова 55	кафе	Москва, улица Гурьянова, 55	Юго-Восточный административный округ	нет_данных	55.679981	37.717034	4.5	NaN	NaN	NaN	NaN	0	NaN
8378	Восточно-грузинская кухня	быстрое питание	Москва, Зеленодольская улица, 32, корп. 3	Юго-Восточный административный округ	нет_данных	55.710540	37.767864	4.3	NaN	NaN	NaN	NaN	0	120.0
8381	Аэлита	кафе	Москва, Ферганская улица, 8, корп. 2, стр. 1	Юго-Восточный административный округ	нет_данных	55.708871	37.803831	3.8	NaN	NaN	NaN	NaN	0	30.0
8395	Истира Запрафка	кафе	Москва, Юго-Восточный административный округ, ...	Юго-Восточный административный округ	нет_данных	55.724686	37.710558	2.9	NaN	NaN	NaN	NaN	0	NaN

536 rows × 14 columns

Выведем колонку `hours` со значениями **нет данных**. Можем наблюдать, что данные отсутствуют у различных типов заведений, поэтому заменять на среднее значение будет не правильно.

Проверка дубликатов

data.duplicated().sum()

0

Проверили датафрейм на наличие полных дубликатов. Дудликатов нет.

Добавление колонки с указанием улицы

data['address'].nunique()

5753

В колонке с указанием адреса **5753** уникальных названия

def streets (row):
    row = str(row) # преобразуем в строку
    streets = row.split(",") # разделяем по запятой
    return streets[1] # выводим второе значение строки
    
data['street'] = data['address'].apply(streets)
data['street'].head(10)

0               улица Дыбенко
1               улица Дыбенко
2          Клязьминская улица
3     улица Маршала Федоренко
4         Правобережная улица
5              Ижорская улица
6          Клязьминская улица
7          Клязьминская улица
8           Дмитровское шоссе
9             Ангарская улица
Name: street, dtype: object

Создадим новую колонку `street`, в нее войдут только название улицы. Для этого создадим функцию, которая преобразуем адрес в строку с разделителем по **( , )** и выведем второе значение. Далее применим функцию к колонке `address`.

Добавление колонки с круглосуточными заведениями

data['hours'].head(12)

0                                ежедневно, 10:00–22:00
1                                ежедневно, 10:00–22:00
2     пн-чт 11:00–02:00; пт,сб 11:00–05:00; вс 11:00...
3                                ежедневно, 09:00–22:00
4                                ежедневно, 10:00–22:00
5                                ежедневно, 10:00–23:00
6                     пн 15:00–04:00; вт-вс 15:00–05:00
7     пн-чт 10:00–22:00; пт,сб 10:00–23:00; вс 10:00...
8                                ежедневно, 10:00–22:00
9                                ежедневно, 12:00–00:00
10                             ежедневно, круглосуточно
11                               ежедневно, 10:00–21:00
Name: hours, dtype: object

Посмотрим еще раз на варианты графиков работы заведений.

data['is_24/7'] = data['hours'] == 'ежедневно, круглосуточно'

Создадим новую колонку `is_24/7` в которой отразим заведения работающие **ежедневно и круглосуточно** и все остальные.

data['is_24/7'].head(12)

0     False
1     False
2     False
3     False
4     False
5     False
6     False
7     False
8     False
9     False
10     True
11    False
Name: is_24/7, dtype: bool

Колонка имеет **булев** тип данных.

Добавление колонки с данными о цене на чашку капучино

def cap (row):
    try:
        if 'Цена чашки капучино' in row:
            return 'капучино'
    except:
        return 'нет данных'
data['cappuccino'] = data['avg_bill'].apply(cap)

В дальнейшем мы будем анализировать **кофейни**, поэтому добавим колонку с флагом на **чашку капучино**.

Анализ данных

Исследуем категории заведений представленых в данных.

data['category'].unique()

array(['кафе', 'ресторан', 'кофейня', 'пиццерия', 'бар,паб',
       'быстрое питание', 'булочная', 'столовая'], dtype=object)

data['category'].nunique()

8

Посмотрим на уникальные значения категорий представленных заведений. Их всего всего **8**. Странно, что отсутствуют ночные клубы и банкетные залы, а вот наличие булочной удивило.

data.groupby('category')['category'].count().sort_values(ascending= False)

category
кафе               2378
ресторан           2043
кофейня            1413
бар,паб             765
пиццерия            633
быстрое питание     603
столовая            315
булочная            256
Name: category, dtype: int64

Сгруппируем данные по категориям и отсортируем по убыванию. Первое место занимает категория **Кафе**, далее с отставанием в **10%** расположились **Рестораны**, на третьем месте, набирающая в последние годы популярность, категория **Кафейня**. Категория **Бар,паб**, **Пиццерия** и **Быстрое питание** занимают середину списка со значениями порядка **30%** от лиделов. На последнем месте **Булочная** с показателями чуть выше **10%** от лидела.

sns.set_style('whitegrid') 
sns.set_theme(style="ticks", font_scale=1.25)
sns.histplot(y='category', data=data)
plt.title('Распределение заведений по категориям')
plt.xlabel('Количество')
plt.ylabel('Категории')
plt.show()

Построим график для наглядной визуализации.

Исследуем количество посадочных мест.

data['seats'].describe()

count    4795.000000
mean      108.421689
std       122.833396
min         0.000000
25%        40.000000
50%        75.000000
75%       140.000000
max      1288.000000
Name: seats, dtype: float64

Исследуем данные по количеству посадочных мест, они предоставленны только по **4795** заведениям. Максимальное значение **1288** мест, среднее **108**, а медианное **75**. Это означает, что большое максимальное значение перетягивает среднее значение в большую сторону.

data[data['seats']== 1288].head(30)

	name	category	address	district	hours	lat	lng	rating	price	avg_bill	middle_avg_bill	middle_coffee_cup	chain	seats	street	is_24/7	cappuccino
6518	DelonixCafe	ресторан	Москва, проспект Вернадского, 94, корп. 1	Западный административный округ	ежедневно, круглосуточно	55.652577	37.475730	4.1	высокие	Средний счёт:1500–2000 ₽	1750.0	NaN	0	1288.0	проспект Вернадского	True	None
6524	Ян Примус	ресторан	Москва, проспект Вернадского, 121, корп. 1	Западный административный округ	пн-чт 12:00–00:00; пт,сб 12:00–02:00; вс 12:00...	55.657166	37.481519	4.5	выше среднего	Средний счёт:1500 ₽	1500.0	NaN	1	1288.0	проспект Вернадского	False	None
6574	Мюнгер	пиццерия	Москва, проспект Вернадского, 97, корп. 1	Западный административный округ	пн-пт 08:00–21:00; сб,вс 10:00–21:00	55.667505	37.491001	4.8	NaN	NaN	NaN	NaN	1	1288.0	проспект Вернадского	False	нет данных
6641	One Price Coffee	кофейня	Москва, проспект Вернадского, 84, стр. 1	Западный административный округ	ежедневно, 08:30–20:00	55.665129	37.478635	4.3	NaN	NaN	NaN	NaN	1	1288.0	проспект Вернадского	False	нет данных
6658	ГудБар	бар,паб	Москва, проспект Вернадского, 97, корп. 1	Западный административный округ	пн-пт 11:00–23:00; сб,вс 13:00–23:00	55.667327	37.490601	4.1	средние	Средний счёт:700 ₽	700.0	NaN	0	1288.0	проспект Вернадского	False	None
6684	Пивной ресторан	бар,паб	Москва, проспект Вернадского, 121, корп. 1	Западный административный округ	нет_данных	55.657133	37.481508	4.5	NaN	NaN	NaN	NaN	0	1288.0	проспект Вернадского	False	нет данных
6690	Японская кухня	ресторан	Москва, проспект Вернадского, 121, корп. 1	Западный административный округ	нет_данных	55.657255	37.481547	4.4	NaN	NaN	NaN	NaN	1	1288.0	проспект Вернадского	False	нет данных
6771	Точка	кафе	Москва, проспект Вернадского, 84, стр. 1	Западный административный округ	нет_данных	55.665634	37.477830	4.7	NaN	NaN	NaN	NaN	1	1288.0	проспект Вернадского	False	нет данных
6807	Loft-cafe академия	кафе	Москва, проспект Вернадского, 84, стр. 1	Западный административный округ	пн-пт 09:00–20:00; сб 09:00–16:00	55.665142	37.478603	3.6	NaN	NaN	NaN	NaN	0	1288.0	проспект Вернадского	False	нет данных
6808	Яндекс Лавка	ресторан	Москва, проспект Вернадского, 51, стр. 1	Западный административный округ	ежедневно, круглосуточно	55.672580	37.507753	4.0	NaN	NaN	NaN	NaN	1	1288.0	проспект Вернадского	True	нет данных
6838	Alternative coffee	кофейня	Москва, проспект Вернадского, 41, стр. 1	Западный административный округ	пн-пт 09:00–21:00; сб,вс 09:00–22:00	55.673128	37.502992	4.3	NaN	NaN	NaN	NaN	0	1288.0	проспект Вернадского	False	нет данных

Очень интересно, максимальное значение в **1288** мест указано в 11 заведениях. Примечательно, что заведения разных категорий, есть как сетевые, так и не сетевые, но все располагаются на одной улице **проспакт Вернадского**.

sns.set_style('whitegrid')
sns.set_theme(style="ticks", font_scale=1.25)
data['seats'].hist(bins=100)
plt.title('Распределение посадочных мест')
plt.xlabel('Количество заведений')
plt.ylabel('Посадочные места')
plt.show()

data[data['seats']>= 800].count()

name                 18
category             18
address              18
district             18
hours                18
lat                  18
lng                  18
rating               18
price                 5
avg_bill              5
middle_avg_bill       5
middle_coffee_cup     0
chain                18
seats                18
street               18
is_24/7              18
cappuccino           13
dtype: int64

Значения количества посадочных мест более **800** можно считать аномальными.

seat = data.pivot_table(index= 'category', values= 'seats', aggfunc= 'median')
seat = seat.reset_index()
seat.sort_values(by='seats', ascending= False).style.background_gradient('coolwarm')

	category	seats
6	ресторан	86.000000
0	бар,паб	82.500000
4	кофейня	80.000000
7	столовая	75.500000
2	быстрое питание	65.000000
3	кафе	60.000000
5	пиццерия	55.000000
1	булочная	50.000000

Посмотрим на медианное распределение по группам. Разница первого места от последнего **36** мест. На первом **рестораны**, далее **бар**, потом **кофейня** и **столовая**, **быстрое питание**, **кафе**, **пиццерия** и замыкает **булочная**.

sns.set_theme(style="ticks", font_scale=1.25)
seat_pie = data.groupby('category')['seats'].agg('median')
seat_pie.plot(kind='pie', labels=None, label='', autopct='%1.0f%%',\
             legend=True, figsize=(10, 10), title='Соотношение посадочных мест по категориям заведений')
plt.show()

Построим круговую график распределения по **количеству посадочных мест** в зависимости от **категории** заведения.

Рассмотрим соотношение сетевых и несетевых заведений.

data.groupby('chain')['chain'].count()

chain
0    5201
1    3205
Name: chain, dtype: int64

sns.set_theme(style="ticks", font_scale=1.25)
data_chain = data.groupby('chain')['chain'].agg('count')
data_chain.plot(kind='pie', labels=None, label='', autopct='%1.0f%%',\
             legend=True, figsize=(7, 7), title='Соотношение сетевых и не сетевых заведений')
plt.show()

Всего в датафрейме представлено **5201** заведений не сетевых и **3205** заведений сетевых. Посмотрим на распределение, к сетевым отноястся **38%** представленных заведений.

Анализ категорий заведений которые чаще являются сетевыми?

data_ed = data.groupby(['category', 'chain'], as_index = False)[['name']].count()
sns.set_style('white')
sns.set_theme(style="ticks", font_scale=1.25)
# назначаем размер графика
plt.figure(figsize=(15, 8))
# строим столбчатый график средствами seaborn
sns.barplot(x='name', y='category', data=data_ed, hue='chain')
# формируем заголовок графика и подписи осей средствами matplotlib
plt.title('Категории заведений по сетевому статусу')
plt.xlabel('Количество заведений')
plt.ylabel('Категории')
# выбираем положение легенды и указываем размер шрифта
plt.legend(loc='lower right', fontsize=15)
# добавляем сетку
#plt.grid()
# отображаем график на экране
plt.show()

Построим график распределения категорий в зависимости от сетевого статуса. По нему мы видим, что такие категории как: **кафе**, **ресторан**, **бар**, **быстрое питание** и **столовая** чаще не относятся к сетевым, а вот **кофейня**, **пиццерия** и **булочная** чаще имеют принадлежность к сетевому бизнесу.

cat_chain = data.pivot_table(index='category', columns='chain', values='name', aggfunc='count')
cat_chain.columns = [ 'chain_n', 'chain_y']
cat_chain = cat_chain.reset_index()
cat_chain['ratio'] = cat_chain['chain_y']/cat_chain['chain_n']
cat_chain.style.background_gradient('coolwarm')

	category	chain_n	chain_y	ratio
0	бар,паб	596	169	0.283557
1	булочная	99	157	1.585859
2	быстрое питание	371	232	0.625337
3	кафе	1599	779	0.487179
4	кофейня	693	720	1.038961
5	пиццерия	303	330	1.089109
6	ресторан	1313	730	0.555979
7	столовая	227	88	0.387665

Посмотрим на данные в абсолютных цифрах. Сделаем сводную таблицу с указанием категории `category `, количество не сетевых заведений `chain_n`, количество сетевых заведений `chain_y` и доля по отношению сетевых к не сетевым `ratio`. Например **булочная** имеет отношение **158%**, а **пиццерия** **108%**, **кофейня** **103%**, а **кафе** **48%** и **ресторан** **55%**.

Анализ топ-15 популярных сетей в Москве.

data_street = data.groupby(['street', 'name', 'category', 'district']).size().reset_index(name = 'count').sort_values(
    by = 'count', ascending = False)
data_street=data_street.sort_values(by = 'count', ascending = False)
data_street

	street	name	category	district	count
2980	МКАД	Кафе	кафе	Южный административный округ	4
4450	Рябиновая улица	Кафе	кафе	Западный административный округ	4
5590	Щёлковское шоссе	Кафе	кафе	Восточный административный округ	3
4236	Профсоюзная улица	Кафе	кафе	Юго-Западный административный округ	3
6181	проспект Мира	One Price Coffee	кофейня	Северо-Восточный административный округ	3
...	...	...	...	...	...
8191	улица Шаболовка	Crazy Noodle	быстрое питание	Южный административный округ	1
8192	улица Шаболовка	French Bakery	кафе	Южный административный округ	1
8193	улица Шаболовка	Meat Me	ресторан	Центральный административный округ	1
8194	улица Шаболовка	One price coffee	кофейня	Центральный административный округ	1
8295	№ 7	Енот	кафе	Южный административный округ	1

8296 rows × 5 columns

Создадим вспомогательную таблицу с данными по **улице**, **названию заведения**, **категории**, **округу**. Далее сгруппируем по названию в колонке `count`.

data_name_top = data_street.groupby(['name']).agg({'count':'sum'}).reset_index()
data_name_top.columns = ['name','sum']
data_name_top15 = data_name_top.sort_values(by = 'sum', ascending = False).head(15)
data_name_top15.style.background_gradient('coolwarm')

	name	sum
2890	Кафе	189
5522	Шоколадница	120
2584	Домино'с Пицца	76
2551	Додо Пицца	74
1156	One Price Coffee	71
5595	Яндекс Лавка	69
419	Cofix	65
1290	Prime	50
5083	Хинкальная	44
5421	Шаурма	43
2825	КОФЕПОРТ	42
3302	Кулинарная лавка братьев Караваевых	39
4788	Теремок	38
5208	Чайхана	37
4253	Ресторан	34

Сгруппируем по названию и посчитаем количество таких заведений. Отсортируем по убыванию и выведем топ **15** заведений. На первом месте **Кафе** (над названием долго не думали) с **189** заведениями, на втором месте сеть **Шоколодница** c **120** заведениями, на третьем и четвертом месте расположились пиццерии **Домино'с Пицца** и **Додо Пицца** с **76** и **74** заведениями, а это на треть меньше заведений, чем у второго места. В **топ 15** вошли сети с более чем **34** заведениями.

data_name_cat = data[['name', 'category']]
data_name_cat  

	name	category
0	WoWфли	кафе
1	Четыре комнаты	ресторан
2	Хазри	кафе
3	Dormouse Coffee Shop	кофейня
4	Иль Марко	пиццерия
...	...	...
8401	Суши Мания	кафе
8402	Миславнес	кафе
8403	Самовар	кафе
8404	Чайхана Sabr	кафе
8405	Kebab Time	кафе

8406 rows × 2 columns

Создадим переменную `data_name_cat` с названием и категориями.

data_top_name_cat = data_name_top15.merge(data_name_cat, on='name', how='left')
data_top_name_cat 

	name	sum	category
0	Кафе	189	кафе
1	Кафе	189	кафе
2	Кафе	189	бар,паб
3	Кафе	189	кафе
4	Кафе	189	кафе
...	...	...	...
986	Ресторан	34	ресторан
987	Ресторан	34	ресторан
988	Ресторан	34	ресторан
989	Ресторан	34	ресторан
990	Ресторан	34	ресторан

991 rows × 3 columns

Объединим две таблицы. Получим данные с названиями **топ 15** заведений и их категориями.

data_top_name_cat15 = data_top_name_cat.groupby(['name','category']).count()
data_top_name_cat15 = data_top_name_cat15.reset_index()
data_top_name_cat15.style.background_gradient('coolwarm')

	name	category	sum
0	Cofix	кофейня	65
1	One Price Coffee	кофейня	71
2	Prime	кафе	1
3	Prime	ресторан	49
4	Додо Пицца	пиццерия	74
5	Домино'с Пицца	пиццерия	76
6	КОФЕПОРТ	кофейня	42
7	Кафе	бар,паб	2
8	Кафе	быстрое питание	7
9	Кафе	кафе	159
10	Кафе	кофейня	6
11	Кафе	пиццерия	1
12	Кафе	ресторан	8
13	Кафе	столовая	6
14	Кулинарная лавка братьев Караваевых	кафе	39
15	Ресторан	пиццерия	1
16	Ресторан	ресторан	33
17	Теремок	быстрое питание	2
18	Теремок	ресторан	36
19	Хинкальная	бар,паб	3
20	Хинкальная	быстрое питание	6
21	Хинкальная	кафе	19
22	Хинкальная	ресторан	15
23	Хинкальная	столовая	1
24	Чайхана	быстрое питание	2
25	Чайхана	кафе	26
26	Чайхана	ресторан	9
27	Шаурма	булочная	1
28	Шаурма	быстрое питание	32
29	Шаурма	кафе	10
30	Шоколадница	кафе	1
31	Шоколадница	кофейня	119
32	Яндекс Лавка	ресторан	69

Группируем по названию. У **8** из **15** названий имеются заведения с разными категориями.

sns.set_style('whitegrid')
sns.set_theme(style="ticks", font_scale=2.25)
g = sns.barplot(data = data_top_name_cat15, x='sum', y='name', \
                palette='husl', ec='black', hue='category')
#plt.xticks(rotation = 45)
plt.legend(loc='upper right', fontsize=20)
g.set_title('Топ 15 заведений с категориями')
g.set_xlabel('Название заведений')
g.set_ylabel('Количество заведений')
g.figure.set_size_inches(18, 15)
plt.show()

Построим график для визуализации наших наблюдений. Видим, что **Кафе** представлено в **7** категориях, **Хинкальная** в **5**, **Чайхана** в **3**, **Шаурма** в **3**, **Шоколадница** в **2**.

Анализ категорий заведений по административным округам.

data['district'].unique()

array(['Северный административный округ',
       'Северо-Восточный административный округ',
       'Северо-Западный административный округ',
       'Западный административный округ',
       'Центральный административный округ',
       'Восточный административный округ',
       'Юго-Восточный административный округ',
       'Южный административный округ',
       'Юго-Западный административный округ'], dtype=object)

data['district'].nunique()

9

Построим уникальные значения в колонке `district`. Всего **9** районов.

data_dist_cat = data.pivot_table(index='district', columns='category', values='name', aggfunc= 'count')
data_dist_cat = data_dist_cat.reset_index()
data_dist_cat.columns = ['district', 'бар,паб', 'булочная', 'быстрое питание', \
                         'кафе', 'кофейня', 'пиццерия', 'ресторан', 'столовая']

data_dist_cat.style.background_gradient('coolwarm')

	district	бар,паб	булочная	быстрое питание	кафе	кофейня	пиццерия	ресторан	столовая
0	Восточный административный округ	53	25	71	272	105	72	160	40
1	Западный административный округ	50	37	62	239	150	71	218	24
2	Северный административный округ	68	39	58	235	193	77	189	41
3	Северо-Восточный административный округ	63	28	82	269	159	68	182	40
4	Северо-Западный административный округ	23	12	30	115	62	40	109	18
5	Центральный административный округ	364	50	87	464	428	113	670	66
6	Юго-Восточный административный округ	38	13	67	282	89	55	145	25
7	Юго-Западный административный округ	38	27	61	238	96	64	168	17
8	Южный административный округ	68	25	85	264	131	73	202	44

Сделаем сводную таблицу по **округам** и **категориям** и посчитаем количество заведений в каждой категории. Видим, что основная масса заведений располагается в **Центральном административном округе**, на него приходятся все первые места категорий при сортировки. Если не брать данные лидера, то видим, что **булочные** чаще располагаются в **Западном и Северном административном округах**, а **быстрое питание** развито в **Южном, Северо-Восточном и Восточном административном округе**. Распределение по остальным не так сильно выражено.

f, ax = plt.subplots(figsize=(12, 8))
sns.set_theme(style="ticks", font_scale=1.25)
sns.heatmap(data_dist_cat[['бар,паб', 'булочная', 'быстрое питание',\
                           'кафе', 'кофейня', 'пиццерия', 'ресторан', 'столовая']], \
            yticklabels=data_dist_cat['district'], annot=True, cmap="crest", linewidth=.5, fmt=".0f")
ax.set(xlabel="Категории заведений", ylabel="Административные округа")
ax.set_title('Количество заведений в административных округах по категориям')
plt.xticks(rotation = 45)
plt.show()

Построим тепловую карту для визуализации наших наблюдений. Пиковое значение в **670** заведений, показывают рестораны в **Центральном административном округе**

Анализ распределений средних рейтингов по категориям заведений.

data['rating'].unique()

array([5. , 4.5, 4.6, 4.4, 4.7, 4.8, 4.3, 4.9, 4.2, 4.1, 4. , 3.8, 3.9,
       3.7, 3.6, 2.8, 2.7, 3.1, 1.5, 2. , 1.4, 3.3, 3.5, 3.2, 2.9, 3. ,
       3.4, 2.3, 2.2, 2.5, 2.6, 1.7, 1. , 1.1, 2.4, 1.3, 1.2, 2.1, 1.8,
       1.9, 1.6])

Построим на уникальные значения рейнига. Анамалий не наблюдаем.

data['rating'].describe()

count    8406.000000
mean        4.229895
std         0.470348
min         1.000000
25%         4.100000
50%         4.300000
75%         4.400000
max         5.000000
Name: rating, dtype: float64

Посмотрим на значения в колонке `rating`. Посмотрим на распределение, среднее значение на уровне **4.22**, медианное значение **4.3**, первый перцентиль на уровне **4.1** (в основном ставят хорошие рейтинги).

cat_ratings = data.pivot_table(index='category', values='rating', aggfunc= {'count','mean'})
cat_ratings = cat_ratings.reset_index().sort_values(by = 'mean', ascending = False)
cat_ratings

	category	count	mean
0	бар,паб	765	4.387712
5	пиццерия	633	4.301264
6	ресторан	2043	4.290357
4	кофейня	1413	4.277282
1	булочная	256	4.268359
7	столовая	315	4.211429
3	кафе	2378	4.123886
2	быстрое питание	603	4.050249

Построим сводную таблицу с указанием **категории и рейтинга** (*общего числа и среднего значения*). Отсортируем по убыванию. В зависимости от **категории**, среднее значение **рейтинга** изменяется не значительно (*в пределах десятых долей*).

sns.set_style('whitegrid')
sns.set_theme(style="ticks", font_scale=1.25)
sns.jointplot(x='mean', y='category', data=cat_ratings)
plt.suptitle('Распределение среднего рейтинка по категориям')
plt.xlabel('Средний рейтинг')
plt.ylabel('Категория')
plt.show()

Визуализируем наши наблюдения. Самый высокий средний рейтинг у **баров**, далее идет группа из **4** категорий **(пиццерия, ресторан, кофейня и булочная)**, на удивление **столовая** опережает **кафе** и замыкает стисок **быстрое питание**.

Построим фоновую картограмму (хороплет) со средним рейтингом заведений каждого района

dist_rating = data.pivot_table(index='district', values='rating', aggfunc={'count','mean'})
dist_rating = dist_rating.reset_index().sort_values(by = 'mean', ascending = False)
dist_rating.style.background_gradient('coolwarm')

	district	count	mean
5	Центральный административный округ	2242	4.377520
2	Северный административный округ	900	4.239778
4	Северо-Западный административный округ	409	4.208802
8	Южный административный округ	892	4.184417
1	Западный административный округ	851	4.181551
0	Восточный административный округ	798	4.174185
7	Юго-Западный административный округ	709	4.172920
3	Северо-Восточный административный округ	891	4.148260
6	Юго-Восточный административный округ	714	4.101120

Составим сводную таблицу по **округам** и посчитаем **средний рейтинг** по заведениям. Отсортируем по убыванию. Видим, что в **Центральном административном районе**, не только **самое большое количество заведений (2242)**, но еще и **самые высокие рейтинги (4.37)**.

# подключаем модуль для работы с JSON-форматом
import json

# читаем файл и сохраняем в переменной
with open('/datasets/admin_level_geomap.geojson', 'r') as f:geo_json = json.load(f)
print(json.dumps(geo_json, indent=2, ensure_ascii=False, sort_keys=True))

{
  "features": [
    {
      "geometry": {
        "coordinates": [
          [
            [
              [
                37.8756653,
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              ],
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              ],
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              ],
              [
                37.8689418,
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              ],
              [
                37.869206999999996,
                55.822363200000005
              ],
              [
                37.868322500000005,
                55.822211100000004
              ],
              [
                37.867472,
                55.823703
              ],
              [
                37.86851090000001,
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              ],
              [
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              ],
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              ],
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              ],
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              ],
              [
                37.8756653,
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              ]
            ]
          ],
          [
            [
              [
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              ],
              [
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              ],
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              ],
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              ],
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                37.797732300000014,
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              ]
            ]
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          [
            [
              [
                37.79895800000001,
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            ]
          ]
        ],
        "type": "MultiPolygon"
      },
      "id": 226149,
      "name": "Западный административный округ",
      "osm_type": "relation",
      "properties": {
        "addr:country": "RU",
        "addr:region": "Москва",
        "admin_level": "5",
        "boundary": "administrative",
        "name": "Западный административный округ",
        "name:be": "Заходняя адміністрацыйная акруга",
        "name:de": "Westlicher Verwaltungsbezirk",
        "name:en": "Western Administrative Okrug",
        "ref": "ЗАО",
        "website": "http://www.zao.mos.ru/",
        "wikipedia": "ru:Западный административный округ"
      },
      "type": "Feature"
    }
  ],
  "geocoding": {
    "creation_date": "2016-01-09",
    "generator": {
      "author": {
        "name": "Mapzen"
      },
      "package": "fences-builder",
      "version": "0.1.2"
    },
    "license": "ODbL (see http://www.openstreetmap.org/copyright)"
  },
  "type": "FeatureCollection"
}

# загружаем JSON-файл с границами округов Москвы
state_geo = '/datasets/admin_level_geomap.geojson'
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=dist_rating,
    columns=['district', 'mean'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Средний рейтинг заведений по районам',
).add_to(m)

# выводим карту
m

Make this Notebook Trusted to load map: File -> Trust Notebook

Создаем карту хороплет со значением среднего рейтинга по заведениям. Видим как явно выделяется **Центральный административный округ**, далее **Северный и Северо-Западный административные округа**, хуже всего обстоят дела в **Юго-Восточном административном округе**.

Отобразим все заведения датасета на карте с помощью кластеров средствами библиотеки folium

# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)
# создаём пустой кластер, добавляем его на карту
marker_cluster = MarkerCluster().add_to(m)

# пишем функцию, которая принимает строку датафрейма,
# создаёт маркер в текущей точке и добавляет его в кластер marker_cluster
def create_clusters(row):
    Marker(
        [row['lat'], row['lng']],
        popup=f"{row['name']} {row['rating']}",
    ).add_to(marker_cluster)

# применяем функцию create_clusters() к каждой строке датафрейма
data.apply(create_clusters, axis=1)

# выводим карту
m

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С помощью инструментов **folium** отображаем все заведения датафрейма на карте в виде кластеров. Видим как группируются заведения в центре Москвы.

Анализ топ-15 улиц по количеству заведений.

data_street

	street	name	category	district	count
2980	МКАД	Кафе	кафе	Южный административный округ	4
4450	Рябиновая улица	Кафе	кафе	Западный административный округ	4
5590	Щёлковское шоссе	Кафе	кафе	Восточный административный округ	3
4236	Профсоюзная улица	Кафе	кафе	Юго-Западный административный округ	3
6181	проспект Мира	One Price Coffee	кофейня	Северо-Восточный административный округ	3
...	...	...	...	...	...
8191	улица Шаболовка	Crazy Noodle	быстрое питание	Южный административный округ	1
8192	улица Шаболовка	French Bakery	кафе	Южный административный округ	1
8193	улица Шаболовка	Meat Me	ресторан	Центральный административный округ	1
8194	улица Шаболовка	One price coffee	кофейня	Центральный административный округ	1
8295	№ 7	Енот	кафе	Южный административный округ	1

8296 rows × 5 columns

Воспользуемся нашей вспомогательной таблицей.

data_st_top = data_street.groupby(['street']).agg({'count':'sum'}).reset_index()
data_st_top.columns = ['street','sum']
data_st_top15 = data_st_top.sort_values(by = 'sum', ascending = False).head(15)
data_st_top15.style.background_gradient('coolwarm')

	street	sum
1090	проспект Мира	184
773	Профсоюзная улица	122
1087	проспект Вернадского	108
525	Ленинский проспект	107
523	Ленинградский проспект	95
373	Дмитровское шоссе	88
455	Каширское шоссе	77
298	Варшавское шоссе	76
524	Ленинградское шоссе	70
550	МКАД	65
547	Люблинская улица	60
1154	улица Вавилова	55
517	Кутузовский проспект	54
1309	улица Миклухо-Маклая	49
781	Пятницкая улица	48

Сгруппируем по колонке `street`, отсортируем по убыванию и сохраним первые **15** улиц. На первом месте **проспект Мира** с **184** заведениями, на втором месте **Профсоюзная улица** с **122** заведениями, далее **проспект Вернадского** на котором **108** заведений и на четвертом месте **Ленинский проспект** с **107** заведениями. Остальных улицах располагаются **менее 100** заведений. Из открытых источников мы знаем, что протяженность **проспекта Мира** составляет **9 км**, таким образом можно посчитать **плотность** заведений, она составит **1 заведение на каждые 50 метров проспекта**.

data_street_cat = data[['street', 'category']]
data_street_cat 

	street	category
0	улица Дыбенко	кафе
1	улица Дыбенко	ресторан
2	Клязьминская улица	кафе
3	улица Маршала Федоренко	кофейня
4	Правобережная улица	пиццерия
...	...	...
8401	Профсоюзная улица	кафе
8402	Пролетарский проспект	кафе
8403	Люблинская улица	кафе
8404	Люблинская улица	кафе
8405	Россошанский проезд	кафе

8406 rows × 2 columns

Выведем отдельно данные по **улицам** и **категориям** заведений.

data_top_street_cat = data_st_top15.merge(data_street_cat, on='street', how='left')
data_top_street_cat

	street	sum	category
0	проспект Мира	184	ресторан
1	проспект Мира	184	кафе
2	проспект Мира	184	кафе
3	проспект Мира	184	быстрое питание
4	проспект Мира	184	кафе
...	...	...	...
1253	Пятницкая улица	48	кофейня
1254	Пятницкая улица	48	кофейня
1255	Пятницкая улица	48	булочная
1256	Пятницкая улица	48	кофейня
1257	Пятницкая улица	48	ресторан

1258 rows × 3 columns

Теперь можно объединить эти две таблицы.

data_top_street_cat15 = data_top_street_cat.groupby(['street','category']).count()
data_top_street_cat15 = data_top_street_cat15.reset_index()
data_top_street_cat15

	street	category	sum
0	Варшавское шоссе	бар,паб	6
1	Варшавское шоссе	быстрое питание	7
2	Варшавское шоссе	кафе	18
3	Варшавское шоссе	кофейня	14
4	Варшавское шоссе	пиццерия	4
...	...	...	...
106	улица Миклухо-Маклая	быстрое питание	4
107	улица Миклухо-Маклая	кафе	21
108	улица Миклухо-Маклая	кофейня	4
109	улица Миклухо-Маклая	пиццерия	2
110	улица Миклухо-Маклая	ресторан	15

111 rows × 3 columns

Группируем полученную таблицу по значению.

data_top_street_cat15_piv = data_top_street_cat15.pivot_table(index='street', columns='category', values='sum', aggfunc= 'sum')
data_top_street_cat15_piv = data_top_street_cat15_piv.reset_index()
data_top_street_cat15_piv.columns = ['street', 'бар,паб', 'булочная', 'быстрое питание', \
                         'кафе', 'кофейня', 'пиццерия', 'ресторан', 'столовая']
data_top_street_cat15_piv.style.background_gradient('coolwarm')

	street	бар,паб	булочная	быстрое питание	кафе	кофейня	пиццерия	ресторан	столовая
0	Варшавское шоссе	6.000000	nan	7.000000	18.000000	14.000000	4.000000	20.000000	7.000000
1	Дмитровское шоссе	6.000000	2.000000	10.000000	23.000000	11.000000	8.000000	24.000000	4.000000
2	Каширское шоссе	2.000000	nan	10.000000	20.000000	16.000000	5.000000	19.000000	5.000000
3	Кутузовский проспект	2.000000	1.000000	2.000000	14.000000	13.000000	3.000000	16.000000	3.000000
4	Ленинградский проспект	15.000000	4.000000	2.000000	12.000000	25.000000	9.000000	25.000000	3.000000
5	Ленинградское шоссе	5.000000	2.000000	5.000000	13.000000	13.000000	3.000000	26.000000	3.000000
6	Ленинский проспект	10.000000	3.000000	2.000000	26.000000	23.000000	5.000000	33.000000	5.000000
7	Люблинская улица	5.000000	nan	5.000000	26.000000	11.000000	1.000000	10.000000	2.000000
8	МКАД	1.000000	nan	9.000000	45.000000	4.000000	nan	5.000000	1.000000
9	Профсоюзная улица	6.000000	4.000000	15.000000	35.000000	18.000000	15.000000	26.000000	3.000000
10	Пятницкая улица	9.000000	3.000000	2.000000	7.000000	6.000000	3.000000	18.000000	nan
11	проспект Вернадского	7.000000	1.000000	12.000000	25.000000	16.000000	12.000000	33.000000	2.000000
12	проспект Мира	12.000000	4.000000	21.000000	53.000000	36.000000	11.000000	45.000000	2.000000
13	улица Вавилова	2.000000	2.000000	11.000000	15.000000	10.000000	3.000000	12.000000	nan
14	улица Миклухо-Маклая	3.000000	nan	4.000000	21.000000	4.000000	2.000000	15.000000	nan

Группируем данные по **улице** и сортируем по **категориям**, далее считаем количество заведений.

f, ax = plt.subplots(figsize=(12, 8))
sns.set_theme(style="ticks", font_scale=1.25)
sns.heatmap(data_top_street_cat15_piv[['бар,паб', 'булочная', 'быстрое питание',\
                           'кафе', 'кофейня', 'пиццерия', 'ресторан', 'столовая']], \
            yticklabels=data_top_street_cat15_piv['street'], annot=True, cmap="crest", linewidth=.5, fmt=".0f")
ax.set(xlabel="Категории заведений", ylabel="Улицы")
ax.set_title('Количество заведений по категориям на улицах из топ 15')
plt.xticks(rotation = 45)
plt.show()

Составляем тепловую карту с указанием улиц и категорий заведений которые там размещены. Лидеру заметны сразу.

sns.set_style('whitegrid')
sns.set_theme(style="ticks", font_scale=1.25)
g = sns.barplot(data = data_top_street_cat15, x='sum', y='street', palette='husl', ec='black', hue='category')
#plt.xticks(rotation = 45)
plt.legend(loc='upper right', fontsize=14)
g.set_title('Топ 15 улиц с категориями')
g.set_xlabel('Количество заведений')
g.set_ylabel('Название улиц')
g.figure.set_size_inches(15, 12)
plt.show()

Выводим график для наглядной визуализации.

Анализ улиц на которых находится только один объект общепита.

data_st_antitop = data_st_top.sort_values(by = 'sum', ascending = True)
data_st_antitop

	street	sum
0	1-й Автозаводский проезд	1
683	Одинцовская улица	1
689	Октябрьский переулок	1
694	Ордынский тупик	1
695	Оренбургская улица	1
...	...	...
523	Ленинградский проспект	95
525	Ленинский проспект	107
1087	проспект Вернадского	108
773	Профсоюзная улица	122
1090	проспект Мира	184

1448 rows × 2 columns

Воспользуемся нашей переменной `data_st_top` и сортируем ее по возростанию. Таким образом получаем название улиц с **наименьшим** количеством заведений.

data_antitop_st_cat = data_st_antitop.merge(data_street_cat, on='street', how='left')
data_antitop_st_cat = data_antitop_st_cat[data_antitop_st_cat['sum'] == 1]
data_antitop_st_cat

	street	sum	category
0	1-й Автозаводский проезд	1	кафе
1	Одинцовская улица	1	столовая
2	Октябрьский переулок	1	ресторан
3	Ордынский тупик	1	кофейня
4	Оренбургская улица	1	кафе
...	...	...	...
453	3-й Хорошёвский проезд	1	столовая
454	Бобров переулок	1	кафе
455	Богословский переулок	1	кофейня
456	4-й Лесной переулок	1	ресторан
457	1-й Капотнинский проезд	1	кафе

458 rows × 3 columns

Далее присоединяем таблицу с указанием категорий и выводим список улиц на которых размещено всего **одно** заведение. Таких улиц **458**.

data_street_baza = data[['street', 'name', 'district', 'lat', 'lng', 'rating']]
data_street_baza

	street	name	district	lat	lng	rating
0	улица Дыбенко	WoWфли	Северный административный округ	55.878494	37.478860	5.0
1	улица Дыбенко	Четыре комнаты	Северный административный округ	55.875801	37.484479	4.5
2	Клязьминская улица	Хазри	Северный административный округ	55.889146	37.525901	4.6
3	улица Маршала Федоренко	Dormouse Coffee Shop	Северный административный округ	55.881608	37.488860	5.0
4	Правобережная улица	Иль Марко	Северный административный округ	55.881166	37.449357	5.0
...	...	...	...	...	...	...
8401	Профсоюзная улица	Суши Мания	Юго-Западный административный округ	55.670021	37.552480	4.4
8402	Пролетарский проспект	Миславнес	Южный административный округ	55.640875	37.656553	4.8
8403	Люблинская улица	Самовар	Юго-Восточный административный округ	55.648859	37.743219	3.9
8404	Люблинская улица	Чайхана Sabr	Юго-Восточный административный округ	55.648849	37.743222	4.2
8405	Россошанский проезд	Kebab Time	Южный административный округ	55.598229	37.604702	3.9

8406 rows × 6 columns

Подготовим данные для объединения с нашей таблицей `data_antitop_st_cat`.

anti_top = data_antitop_st_cat.merge(data_street_baza, on='street', how='left')
anti_top

	street	sum	category	name	district	lat	lng	rating
0	1-й Автозаводский проезд	1	кафе	Чайхана Азия	Южный административный округ	55.704847	37.657065	4.2
1	Одинцовская улица	1	столовая	Монастырская трапеза	Северо-Западный административный округ	55.790620	37.405720	4.5
2	Октябрьский переулок	1	ресторан	Кампа	Северо-Восточный административный округ	55.787258	37.612063	4.1
3	Ордынский тупик	1	кофейня	ABC Coffee Roasters	Центральный административный округ	55.741026	37.623384	4.5
4	Оренбургская улица	1	кафе	Шаурамус	Восточный административный округ	55.712535	37.862657	3.0
...	...	...	...	...	...	...	...	...
453	3-й Хорошёвский проезд	1	столовая	Галерея вкуса	Северный административный округ	55.773553	37.535854	4.2
454	Бобров переулок	1	кафе	Ex: Libris	Центральный административный округ	55.764983	37.634254	4.4
455	Богословский переулок	1	кофейня	Циники	Центральный административный округ	55.762591	37.599530	4.6
456	4-й Лесной переулок	1	ресторан	Prime	Центральный административный округ	55.778956	37.587358	4.2
457	1-й Капотнинский проезд	1	кафе	Халал	Юго-Восточный административный округ	55.637210	37.792429	3.6

458 rows × 8 columns

Объединим две таблицы и получим список улиц на которых расположено всего **одно** заведение, а так же есть данные по **географической привязке (широта и долгота)**. Благодаря этому мы можем отметить эти заведения на карте.

def streets_cl (row):
    row = str(row) # преобразуем в строку
    streets = row.split(" ") # разделяем по пробелу
    return streets[-1] # выводим последнее значение строки
    
anti_top['street_clacc'] = anti_top['street'].apply(streets_cl)
anti_top['street_clacc'].head(10)

0      проезд
1       улица
2    переулок
3       тупик
4       улица
5    переулок
6       улица
7       улица
8       тупик
9      проезд
Name: street_clacc, dtype: object

Сделаем функцию, которая обработает название улиц и выведет последнее слово **(тип улицы)**.

anti_top.pivot = anti_top.pivot_table(index='street_clacc', values='name', aggfunc='count')
anti_top.pivot = anti_top.pivot.reset_index()
anti_top.pivot.sort_values(by = 'name', ascending = False).head(10)

	street_clacc	name
155	улица	108
144	переулок	107
146	проезд	48
139	набережная	8
154	тупик	7
157	шоссе	5
145	площадь	5
143	парк	3
137	линия	3
142	отдыха	3

Применим нашу функцию к колонке `street`, получили типы улиц. Сгруппируем типы и отсортируем по убыванию. Видим, что на втором месте расположились **переулки**, а на третьем **проезды**. Косвенно это объесняет почему на этих улицах всего по одному заведению, улицы не большие.

# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)
# создаём пустой кластер, добавляем его на карту
marker_cluster = MarkerCluster().add_to(m)

# пишем функцию, которая принимает строку датафрейма,
# создаёт маркер в текущей точке и добавляет его в кластер marker_cluster
def create_clusters(row):
    Marker(
        [row['lat'], row['lng']],
        popup=f"{row['name']} {row['rating']}",
    ).add_to(marker_cluster)

# применяем функцию create_clusters() к каждой строке датафрейма
anti_top.apply(create_clusters, axis=1)

# выводим карту
m

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По карте можем видеть, что заведения располагаются в разных районах, **категории** заведений тоже разные, но улицы в основном не большие, **переулки** и **проезды**.

pivot_st_cat = data_antitop_st_cat.pivot_table(index='category', values='street', aggfunc='count')
pivot_st_cat = pivot_st_cat.reset_index().sort_values(by = 'street', ascending = False)
pivot_st_cat.style.background_gradient('coolwarm')

	category	street
3	кафе	160
6	ресторан	93
4	кофейня	84
0	бар,паб	39
7	столовая	36
2	быстрое питание	23
5	пиццерия	15
1	булочная	8

Группируем нашу таблицу по **категориям** и сортируем по убыванию. Получаем заначение в уличном антирейтинге, например на таких улицах, чаще всего располагается **кафе**, а **булочные** в меньшей степени.

sns.set_style('white')
sns.set_theme(style="ticks", font_scale=1.25)
plt.figure(figsize=(15, 8))
sns.barplot(x='street', y='category', data=pivot_st_cat)
plt.title('Распределение категорий на улицах с одним заведением')
plt.xlabel('Количество заведений')
plt.ylabel('Категории')

plt.show()

Анализ среднего чека в заведении по округам.

data['middle_avg_bill'].describe()

count     3149.000000
mean       958.053668
std       1009.732845
min          0.000000
25%        375.000000
50%        750.000000
75%       1250.000000
max      35000.000000
Name: middle_avg_bill, dtype: float64

Посмотри на общие данные колонки `middle_avg_bill` которая хранит данные **средних чеков**. Всего данные известны по **3149** заведениям, среднее значение **958**, медиана **750**. На среднее значение сильно влияет максимум, который показывает **35000**.

data[data['middle_avg_bill'] > 20000]

	name	category	address	district	hours	lat	lng	rating	price	avg_bill	middle_avg_bill	middle_coffee_cup	chain	seats	street	is_24/7	cappuccino
7177	Кафе	ресторан	Москва, Каширское шоссе, 23, стр. 2	Южный административный округ	ежедневно, круглосуточно	55.65745	37.646665	4.1	высокие	Средний счёт:20000–50000 ₽	35000.0	NaN	0	100.0	Каширское шоссе	True	None

Посмотрим на анамальное значение **35000**, с большой долей вероятности, это банкетный зал, поэтому и чек завышен. Удалять значение не будем, но исключим из дальнейшего анализа.

dist_check = data.pivot_table(index='district', values='middle_avg_bill', aggfunc={'count', 'median'})
dist_check = dist_check.reset_index()
dist_check.style.background_gradient('coolwarm')

	district	count	median
0	Восточный административный округ	260	575.000000
1	Западный административный округ	306	1000.000000
2	Северный административный округ	322	650.000000
3	Северо-Восточный административный округ	301	500.000000
4	Северо-Западный административный округ	157	700.000000
5	Центральный административный округ	1060	1000.000000
6	Юго-Восточный административный округ	194	450.000000
7	Юго-Западный административный округ	235	600.000000
8	Южный административный округ	314	500.000000

Построим сводную таблицу. Сгруппируем данные по **округам** и посчитаем **количественное** и **медианное** значение. **Центральный и Западный округа** показывают максимальные значения в **1000**, а остальные **7 округов**, показывают значения в среднем на **40% ниже**

# читаем файл и сохраняем в переменной
with open('/datasets/admin_level_geomap.geojson', 'r') as f:geo_json = json.load(f)
    

# загружаем JSON-файл с границами округов Москвы
state_geo = '/datasets/admin_level_geomap.geojson'
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=dist_check,
    columns=['district', 'median'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Средний чек заведений по районам',
).add_to(m)

# выводим карту
m

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Построим карту хороплет со значениями среднего чека по округам. Видим, что **Центральный и Западный округа**, заметно выделяются среди остальных. А самым бюджетным оказался **Юго-Восточный административный округ**.

dist_check_cat = data.pivot_table(index='district', columns='category', values='middle_avg_bill', aggfunc= 'median')
dist_check_cat = dist_check_cat.reset_index()
dist_check_cat.columns = ['district', 'бар,паб', 'булочная', 'быстрое питание', \
                         'кафе', 'кофейня', 'пиццерия', 'ресторан', 'столовая']
dist_check_cat.style.background_gradient('coolwarm')

	district	бар,паб	булочная	быстрое питание	кафе	кофейня	пиццерия	ресторан	столовая
0	Восточный административный округ	1200.000000	300.000000	375.000000	450.000000	400.000000	500.000000	1000.000000	300.000000
1	Западный административный округ	1250.000000	600.000000	367.500000	625.000000	600.000000	700.000000	1300.000000	300.000000
2	Северный административный округ	1250.000000	625.000000	300.000000	550.000000	325.000000	650.000000	1187.500000	300.000000
3	Северо-Восточный административный округ	900.000000	500.000000	425.000000	475.000000	325.000000	500.000000	837.500000	275.000000
4	Северо-Западный административный округ	1000.000000	200.000000	275.000000	650.000000	325.000000	549.500000	1250.000000	300.000000
5	Центральный административный округ	1250.000000	962.500000	450.000000	700.000000	500.000000	1000.000000	1250.000000	300.000000
6	Юго-Восточный административный округ	925.000000	375.000000	300.000000	400.000000	250.000000	500.000000	925.000000	275.000000
7	Юго-Западный административный округ	1000.000000	500.000000	375.000000	450.000000	375.000000	500.000000	1050.000000	305.000000
8	Южный административный округ	1175.000000	437.500000	400.000000	600.000000	387.500000	500.000000	975.000000	282.500000

Построим сводную таблицу. Видим, что **Центральный административный округ** лидирует в категориях **бар, булочная, быстрое питание, кафе и пиццерия**, самые дорогие **кофейни и рестораны** в **Западном административном округе**, а **столовые** в **Юго-Восточном административном округе**.

f, ax = plt.subplots(figsize=(12, 8))
sns.set_theme(style="ticks", font_scale=1.25)
sns.heatmap(dist_check_cat[['бар,паб', 'булочная', 'быстрое питание',\
                           'кафе', 'кофейня', 'пиццерия', 'ресторан', 'столовая']], \
            yticklabels=dist_check_cat['district'], annot=True, cmap="crest", linewidth=.5, fmt=".0f")
ax.set(xlabel="Категории заведений", ylabel="Административные округа")
ax.set_title('Медианное значение среднего чека по категориям')
plt.xticks(rotation = 45)
plt.show()

Построим тепловую карту для визуализации наших наблюдений. Видим, что **бары и рестораны** имеют самые высокие средние чеки, хотя в **булочной** **Центрального административного рйаона** можно оставить больше чем в **кафе** во всех округах.

Анализ зависимости при удаденности от цента города.

pip install geopy

Collecting geopy
  Downloading geopy-2.3.0-py3-none-any.whl (119 kB)
     |████████████████████████████████| 119 kB 2.5 MB/s eta 0:00:01
Collecting geographiclib<3,>=1.52
  Downloading geographiclib-2.0-py3-none-any.whl (40 kB)
     |████████████████████████████████| 40 kB 6.5 MB/s  eta 0:00:01
Installing collected packages: geographiclib, geopy
Successfully installed geographiclib-2.0 geopy-2.3.0
Note: you may need to restart the kernel to use updated packages.

Инсталируем библиотеку `geopy`.

from geopy.distance import great_circle as GC

moscow = (55.751244, 37.618423)
data['remoteness'] = data.apply(lambda row: GC((row['lat'], row['lng']), moscow).km, axis=1)

Импортируем `great_circle` для библиотеки `geopy`. Создаем переменную `moscow` с координатами центра города, далее создаем новую колонку `remoteness` в которой на основании данных **широты и долготы** (колонки `lat` и `lng`), вычислим удаленность заведений в километрах от цента города.

data['remoteness'].describe()

count    8406.000000
mean        8.666542
std         4.831740
min         0.416869
25%         4.244738
50%         8.522857
75%        12.875126
max        20.348697
Name: remoteness, dtype: float64

Посмотрим на данные колонки `remoteness`. Видим, что **минимальное** расстояние составляет **400 метров**, в **среднем** заведения удалены на **8.6 км**, а **максимум** показывает заведение которое удалено на **20 км** от центра.

print(data['remoteness'].corr(data['middle_avg_bill']))

-0.16441635129805035

Корреляция значений **среднего чека** к значению **удаленности**, составляет **-0.16**. Таким образом, зависимость отрицательная, но малозначительная.

print(data['remoteness'].corr(data['rating']))

-0.18543762549107107

Корреляция значений **рейтинга** к значению **удаленности**, составляет **-0.18**. Таким образом, зависимость отрицательная, но малозначительная.

plt.figure(figsize=(15, 5)) 
sns.set_theme(style="ticks", font_scale=1.25)
sns.set_style('whitegrid')
ax = sns.lineplot(x='remoteness', y='middle_avg_bill', hue='chain', data=data[data['middle_avg_bill'] < 8000])
ax.set_title('Влияние удаленности от центра на средний чек заведения')
ax.set_xlabel('Удаленность в километрах')
ax.set_ylabel('Значение среднего чека')

plt.show()

Построим график зависимости **среднего чека** на **удаленность** от цента города, дополним график параметром отношения к **сетевому заведению**. Пусть и не значительно, но мы можем наблюдать как цена снижается, уже после **5** километра выбросов меньше. Так же можем наблюдать, что **средний чек** в **сетевых** заведениях немного меньше чем в **не сетевых**.

plt.figure(figsize=(15, 5))
sns.set_theme(style="ticks", font_scale=1.25)
sns.set_style('whitegrid')
ax = sns.scatterplot(x='remoteness', y='middle_avg_bill', hue='chain', data=data[data['middle_avg_bill'] < 8000])
ax.set_title('Влияние удаленности от центра на средний чек заведения')
ax.set_xlabel('Удаленность в километрах')
ax.set_ylabel('Значение среднего чека')
plt.show()

Посмотрим теже данные, но уже на графике рассеивания.

Анализ зависимости различных факторов.

data_pair = data[['category','district','rating','price','middle_avg_bill','middle_coffee_cup','seats','is_24/7','remoteness','chain']]
data_pair.head(2)

	category	district	rating	price	middle_avg_bill	middle_coffee_cup	seats	is_24/7	remoteness	chain
0	кафе	Северный административный округ	5.0	NaN	NaN	NaN	NaN	False	16.620457	0
1	ресторан	Северный административный округ	4.5	выше среднего	1550.0	NaN	4.0	False	16.182124	0

Присвоим переменной `data_pair` значения колонок `category`, `district`, `rating`, `price`, `middle_avg_bill`, `middle_coffee_cup`, `seats`, `is_24/7`, `remoteness`, `chain`. Этиданные нам пригодятся для общего анализа зависимостей.

sns.pairplot(data_pair, hue='chain')
plt.show()

Построим график зависимостей по отношению к различным категориям. Явных корреляций не наблюдаем.

print(data['remoteness'].corr(data['chain']))

0.038091175781800005

Корреляция значений **удаленности** к значению **сетевого статуса**, составляет **0.03**. Таким образом получаем, отсутствие зависимости.

f, ax = plt.subplots(figsize=(12, 8))
sns.set_theme(style="ticks", font_scale=1.25)
sns.heatmap(data_pair.corr(), annot=True, cmap="crest", linewidth=.5, fmt=".1f")
plt.xticks(rotation = 45)
plt.title('Корреляция по группам')
plt.show()

Построим тепловую карту корреляции. Можем наблюдать, что **признаки** как прямой, так и отрицательной **зависимости**, **отсутствуют**.

Детализируем исследование: открытие кофейни

Анализ кофеен в датасете. В каких районах их больше всего, каковы особенности их расположения?

data_cofe = data[data['category']=='кофейня']
data_cofe.head(5)

	name	category	address	district	hours	lat	lng	rating	price	avg_bill	middle_avg_bill	middle_coffee_cup	chain	seats	street	is_24/7	cappuccino	remoteness
3	Dormouse Coffee Shop	кофейня	Москва, улица Маршала Федоренко, 12	Северный административный округ	ежедневно, 09:00–22:00	55.881608	37.488860	5.0	NaN	Цена чашки капучино:155–185 ₽	NaN	170.0	0	NaN	улица Маршала Федоренко	False	капучино	16.602655
25	В парке вкуснее	кофейня	Москва, парк Левобережный	Северный административный округ	ежедневно, 10:00–21:00	55.878453	37.460028	4.3	NaN	NaN	NaN	NaN	1	NaN	парк Левобережный	False	нет данных	17.263054
45	9 Bar Coffee	кофейня	Москва, Коровинское шоссе, 41, стр. 1	Северный административный округ	пн-пт 08:00–18:00	55.885837	37.513422	4.0	NaN	NaN	NaN	NaN	1	46.0	Коровинское шоссе	False	нет данных	16.340467
46	CofeFest	кофейня	Москва, улица Маршала Федоренко, 6с1	Северный административный округ	пн-пт 09:00–19:00	55.879934	37.492522	3.6	NaN	NaN	NaN	NaN	1	NaN	улица Маршала Федоренко	False	нет данных	16.329042
52	Cofix	кофейня	Москва, улица Дыбенко, 7/1	Северный административный округ	ежедневно, 08:00–22:00	55.878531	37.479395	3.8	NaN	NaN	NaN	NaN	1	NaN	улица Дыбенко	False	нет данных	16.606450

Отсортируем датафрейм по категории **кофейня**

data_cofe['category'].count()

1413

Всего в датафрейме представлены данные по **1413** заведениям в данной категории.

data_dist_cofe = data_cofe.pivot_table(index='district', values='category', aggfunc='count')
data_dist_cofe = data_dist_cofe.reset_index()
data_dist_cofe = data_dist_cofe.sort_values(by = 'category', ascending = False)
data_dist_cofe.style.background_gradient('coolwarm')

	district	category
5	Центральный административный округ	428
2	Северный административный округ	193
3	Северо-Восточный административный округ	159
1	Западный административный округ	150
8	Южный административный округ	131
0	Восточный административный округ	105
7	Юго-Западный административный округ	96
6	Юго-Восточный административный округ	89
4	Северо-Западный административный округ	62

Составим сводную таблицу. Сгруппируем данные по округам и посчитаем число **кофейн** в каждом, далее отсортируем по убыванию. В **Центральном административном округе** кофейн в **2 раза больше** чем в остальных районах **(428)**. На втором месте **Северный административный округ** с показателями в **193** заведения, на третьем месте **Северо-Восточный административный округ** с **159** заведениями. **Северо-Западный административный округ** на последнем месте, всего **62** кофейни.

# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)
# создаём пустой кластер, добавляем его на карту
marker_cluster = MarkerCluster().add_to(m)

# пишем функцию, которая принимает строку датафрейма,
# создаёт маркер в текущей точке и добавляет его в кластер marker_cluster
def create_clusters(row):
    Marker(
        [row['lat'], row['lng']],
        popup=f"{row['name']} {row['rating']}",
    ).add_to(marker_cluster)

# применяем функцию create_clusters() к каждой строке датафрейма
data_cofe.apply(create_clusters, axis=1)

# выводим карту
m

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Отобразим все **кофейни** на карте.

Анализ круглосуточных кофейн.

data_cofe.groupby('is_24/7')['is_24/7'].count()

is_24/7
False    1354
True       59
Name: is_24/7, dtype: int64

В датафрейме есть данные о времени работы для **1413** заведений. **59** из них работают **круглосуточно**.

sns.set_theme(style="ticks", font_scale=1.25)
all_time = data_cofe.groupby('is_24/7')['is_24/7'].agg('count')
all_time.plot(kind='pie', labels=None, label='', autopct='%1.0f%%',\
             legend=True, figsize=(7, 7), title='Количество заведений работающих круглосуточно')
plt.show()

Визуализируем распределение заведений по тем, что **работают круглосуточно**.

data_cofe_all_time = data_cofe[data_cofe['is_24/7'] == True]
data_cofe_all_time.groupby('name')['name'].count().sort_values(ascending = False)

name
Шоколадница           17
Кофемания              8
Wild Bean Cafe         6
Wild Bean              5
Кофе Хауз              3
You&coffee             2
Cofix                  2
Кофе с собой           2
Столица                1
Пирог Хауз             1
Молоко                 1
Лаванда Кофе           1
Кофейня One&Double     1
Cinnabon               1
Кофе On                1
The wild bean cafe     1
One&Double             1
One more, please       1
One Price Coffee       1
One And Double         1
FoodMoscowCoffee       1
Гоголь-Моголь          1
Name: name, dtype: int64

Сгруппируем **круглосуточные** заведения на **названию** и отсортируем по убыванию. Таким образом мы можем наблюдать явного лидера **Шоколадница**.

data_cofe_all_time_pivot = data_cofe_all_time.pivot_table(index='district', \
                    values=['name', 'rating'], aggfunc = {'name': 'count', 'rating': 'mean'})
data_cofe_all_time_pivot = data_cofe_all_time_pivot.reset_index()
data_cofe_all_time_pivot = data_cofe_all_time_pivot.sort_values(by = 'name', ascending = False)
data_cofe_all_time_pivot.style.background_gradient('coolwarm')

	district	name	rating
5	Центральный административный округ	26	4.288462
1	Западный административный округ	9	4.200000
7	Юго-Западный административный округ	7	4.271429
0	Восточный административный округ	5	4.300000
2	Северный административный округ	5	4.220000
3	Северо-Восточный административный округ	3	3.866667
4	Северо-Западный административный округ	2	4.250000
6	Юго-Восточный административный округ	1	2.300000
8	Южный административный округ	1	4.000000

Сгруппируем **круглосуточные** заведения по **административному округу** и посчитаем **количество** заведений и их **средний рейтинг**. Отсортируем по количеству. У нас в очередной раз, с явным преимуществом, **ледером** оказывается **Центральный административный округ**. Анти рейтинг тоже на лицо, в **Юго-Восточном административном округе**, рейтинг заведения **2.3**.

# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)
# создаём пустой кластер, добавляем его на карту
marker_cluster = MarkerCluster().add_to(m)

# пишем функцию, которая принимает строку датафрейма,
# создаёт маркер в текущей точке и добавляет его в кластер marker_cluster
def create_clusters(row):
    Marker(
        [row['lat'], row['lng']],
        popup=f"{row['name']} {row['rating']}",
    ).add_to(marker_cluster)

# применяем функцию create_clusters() к каждой строке датафрейма
data_cofe_all_time.apply(create_clusters, axis=1)

# выводим карту
m

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Отобразим все **круглосуточные кофейни** на карте.

Какие у кофейн рейтинги? Как они распределяются по районам?

data_dist_cofe_rating = data_cofe.pivot_table(index='district', values='rating', aggfunc='mean')
data_dist_cofe_rating = data_dist_cofe_rating.reset_index()
data_dist_cofe_rating = data_dist_cofe_rating.sort_values(by = 'rating', ascending = False)
data_dist_cofe_rating.style.background_gradient('coolwarm')

	district	rating
5	Центральный административный округ	4.336449
4	Северо-Западный административный округ	4.325806
2	Северный административный округ	4.291710
7	Юго-Западный административный округ	4.283333
0	Восточный административный округ	4.282857
8	Южный административный округ	4.232824
6	Юго-Восточный административный округ	4.225843
3	Северо-Восточный административный округ	4.216981
1	Западный административный округ	4.195333

Построим сводную таблицу. Сгруппируем по округам и посчитаем средний рейтинг. Далее отсортируем по убыванию. Видим, что **Центральный административный округ** вновь на первом месте с показателем **4.33**, на втором месте **Северо-Западный административный округ** с показателем **4.32**, на третьем месте **Северный административный округ** с показателем **4.29**. А вот **Западный административный округ** оказался на последнем месте с показателем **4.19**.

data_name_cofe_rating = data_cofe.pivot_table(index='name', values='rating', aggfunc= 'mean')
data_name_cofe_rating = data_name_cofe_rating.sort_values(by = 'rating', ascending = False)
data_name_cofe_rating = data_name_cofe_rating.reset_index()
data_name_cofe_rating.style.background_gradient('coolwarm')

	name	rating
0	Coffee Drop	5.000000
1	NoNameCoffee	5.000000
2	Выдра кофе	5.000000
3	Nero Bean Coffee Roastery	5.000000
4	Дайтекофе	5.000000
5	Дворик Невского	5.000000
6	Big Black Cup coffee	5.000000
7	Pique-Nique	5.000000
8	За Думой	5.000000
9	Иду лесом	5.000000
10	Кеклик	5.000000
11	Booblik	5.000000
12	Dormouse Coffee Shop	5.000000
13	Кофейная история	5.000000
14	Bread Head	5.000000
15	Саббиа кофе	5.000000
16	Рынок на Ленинском	5.000000
17	Illy	5.000000
18	Лофт Кофе Деталька	5.000000
19	Маковка	5.000000
20	Подоконник	5.000000
21	Напитки со всего мира	5.000000
22	Винотека, булочная, кулинария Вино & кухня	5.000000
23	Стамбул Дурум	5.000000
24	Yumbaker Home	5.000000
25	La Vie Café	5.000000
26	Бабл дабл	5.000000
27	Youtime	5.000000
28	Family Bakery	5.000000
29	The Coffee Club	5.000000
30	Феникс Кофе	5.000000
31	Ранние пташки	4.900000
32	Эклерная Клер	4.900000
33	Кофейня Борис Сонный	4.900000
34	Breakfast Hunters	4.900000
35	Кулинарная студия Юлии Высоцкой	4.900000
36	Латарт	4.900000
37	Бариста Стайл	4.900000
38	Шоколадка	4.900000
39	47	4.900000
40	Very Well	4.900000
41	Про людей	4.900000
42	P3 Coffee	4.900000
43	Пончиковая	4.900000
44	Моремэй	4.900000
45	Fresh Coffee Bar	4.900000
46	Он мой	4.900000
47	Батон Кофетон	4.900000
48	Bravos	4.900000
49	Everest Coffee	4.900000
50	Ешь хлеб	4.900000
51	Beautyfood cafe	4.900000
52	Столица	4.900000
53	Хлебопёкъ	4.900000
54	Академическое	4.900000
55	УтроБодрое	4.900000
56	БарБариста	4.900000
57	Церковный хлѣбъ	4.900000
58	Coffee_Molka	4.900000
59	Skyline	4.900000
60	Бункер кафе	4.800000
61	Tropic coffee	4.800000
62	G. Bakery8	4.800000
63	Молоко	4.800000
64	Грех	4.800000
65	Молинари	4.800000
66	Cofan	4.800000
67	Ycp	4.800000
68	Surf Coffee X Akademik	4.800000
69	Coffee13	4.800000
70	Impress	4.800000
71	For You coffee lab	4.800000
72	Holder Coffee	4.800000
73	Floo	4.800000
74	Кофея	4.800000
75	Кофейня От Автора	4.800000
76	Павлиний хвост	4.800000
77	La Cafe	4.800000
78	Сладкое	4.800000
79	2046	4.800000
80	Bloom Coffee	4.800000
81	Bodrero	4.725000
82	Панда Кофе	4.700000
83	I Love Cake	4.700000
84	Bloom-n-brew	4.700000
85	Stim Coffee	4.700000
86	Кондитерская-кулинария Брусника	4.700000
87	CoffeeWins	4.700000
88	Тхали	4.700000
89	Kalabasa	4.700000
90	Точка питания	4.700000
91	Bonjour	4.700000
92	Кофебар Спесь	4.700000
93	Matreshka	4.700000
94	I-cup	4.700000
95	Surf Coffee x Takeoff	4.700000
96	Кафе-трапезная Antiпa	4.700000
97	Бодрый Макс	4.700000
98	O.K. Coffee	4.700000
99	Coffeesphere	4.700000
100	Сойка напела	4.700000
101	Avoday coffee and tea	4.700000
102	Тираж	4.700000
103	Ещё одна собачка	4.700000
104	Естьпить	4.700000
105	Niqa Patisserie & Cafe	4.700000
106	Дрова и Угли	4.700000
107	Дон Тантуни	4.700000
108	New normal	4.700000
109	Буфетрина	4.700000
110	Груша	4.700000
111	Bake&Coffee	4.700000
112	Виолино	4.700000
113	Кофейня Анклав	4.700000
114	Golden coffee	4.700000
115	Марсель	4.700000
116	Мокка	4.700000
117	Wagmi	4.700000
118	Мир	4.700000
119	Эрна	4.700000
120	Моби Кит	4.700000
121	Может, кофе?	4.700000
122	Эссе	4.700000
123	Varka. Кофе	4.700000
124	6 Рукопожатий	4.700000
125	Caffeterria	4.700000
126	Cafio	4.700000
127	Моспончики	4.700000
128	ЭтоКофе	4.700000
129	Название Забыл	4.700000
130	The Waterfront	4.700000
131	Халва кофе	4.700000
132	Тер. мос	4.700000
133	Кутята coffee shop	4.700000
134	Surf coffee X Otto	4.700000
135	Lavburger	4.700000
136	Просто кофе	4.700000
137	Русская чайная Нитка	4.700000
138	Эндорфин	4.700000
139	9 Зёрен	4.700000
140	Jeffrey's	4.700000
141	Yumbaker Gardens	4.700000
142	Пончики! Выпекаем на месте	4.666667
143	Point 242	4.650000
144	Маленькая пекарня Журавлевых	4.650000
145	Булочная № 5	4.650000
146	Arabix	4.650000
147	Кофе	4.633333
148	Выжималка	4.600000
149	В гуще событий	4.600000
150	Тинто	4.600000
151	Grinvich Coffee Room	4.600000
152	Циники	4.600000
153	Surf Coffee x Sababa	4.600000
154	Financier	4.600000
155	Человек и кофе	4.600000
156	Wiwa Coffee	4.600000
157	А я кофе	4.600000
158	Street coffee	4.600000
159	GøG	4.600000
160	Просвет	4.600000
161	Сахар&Сливки	4.600000
162	Кофиид!	4.600000
163	Ozzy	4.600000
164	Coffee Itself	4.600000
165	Лао Ли Менделеев	4.600000
166	Лао Ли Рассвет	4.600000
167	Раф & Стафф	4.600000
168	Cafe Pantheon	4.600000
169	Surf Coffee x Highway	4.600000
170	Мельница	4.600000
171	Мировая Чашка	4.600000
172	Coffee Bay	4.600000
173	После Обсудим	4.600000
174	Rockets Coffee	4.600000
175	Печорин	4.600000
176	Новатор Кофе	4.600000
177	Кофейня № 7	4.600000
178	Rozie Bakery	4.600000
179	Петровская кофейня	4.600000
180	Sigma	4.600000
181	Сыр и кофе	4.600000
182	Cousin's Coffee	4.600000
183	Berta	4.600000
184	Bloom-n-Brew Baum	4.600000
185	Завтраки	4.600000
186	Sue coffee	4.600000
187	Иван Чай	4.600000
188	Tine	4.600000
189	Coffeelovers	4.600000
190	Кондитерская Олега Ильина	4.600000
191	CoffeeFox	4.600000
192	Bollo	4.600000
193	Coffee Пирапора	4.600000
194	Кофеиново	4.600000
195	Skuratov, coffee roasters	4.575000
196	Noba coffee	4.575000
197	CoffeeBar'17	4.566667
198	Cassette Cafe	4.550000
199	One Special	4.550000
200	Север-Метрополь	4.550000
201	Jeffrey's Coffeeshop	4.533333
202	Кутята	4.500000
203	Мы за кофе	4.500000
204	Назис Пури	4.500000
205	Pho Capu	4.500000
206	Почитательная	4.500000
207	P'berry	4.500000
208	Рожь Хлеб и Кофе	4.500000
209	Роскофейня.РФ	4.500000
210	Сахарочек	4.500000
211	The Zavtrak	4.500000
212	Смарт кафе	4.500000
213	Соседи	4.500000
214	Столовая 33	4.500000
215	ТОК	4.500000
216	Турецкая лавка	4.500000
217	Улитка в шоколаде	4.500000
218	Manufaktura	4.500000
219	MainFood	4.500000
220	Lutom	4.500000
221	Хлеб да Выпечка	4.500000
222	Чёрный	4.500000
223	Лакрица	4.500000
224	Кофейня Свежий номер	4.500000
225	Tizzu coffee	4.500000
226	Кофейня 1981	4.500000
227	Xpresso	4.500000
228	Zvon	4.500000
229	Алёнка	4.500000
230	АндерСон	4.500000
231	Басманный парк	4.500000
232	Surf Coffee x Studio	4.500000
233	Буфет Рокоссовского	4.500000
234	Surf Coffee x Lovely	4.500000
235	Выпей Кофе!	4.500000
236	Surf Coffee x Lips	4.500000
237	Гоголь-Моголь	4.500000
238	Surf Coffee x Flat	4.500000
239	Surf Coffee X Sport	4.500000
240	Гриль&Гирос	4.500000
241	Дядька кофе. Картель	4.500000
242	Здрасте	4.500000
243	Кафе в ДЦ Акрос Hyundai	4.500000
244	Колибри	4.500000
245	КофеТут	4.500000
246	LISObon	4.500000
247	Кофеек	4.500000
248	Кофейня 1554	4.500000
249	Ska vi FIKA?	4.500000
250	ZinTea	4.500000
251	Ялва	4.500000
252	L cafe	4.500000
253	Jeffrey's кофе и сидр	4.500000
254	ABC coffee roasters	4.500000
255	Atelier de Tartelettes	4.500000
256	Bitter Drop	4.500000
257	Clever Coffee	4.500000
258	Coffee Supreme	4.500000
259	Crosseat	4.500000
260	Eastwood's	4.500000
261	Espresso bar	4.500000
262	Finch	4.500000
263	Introvert. place	4.500000
264	Ippo	4.500000
265	Сусеки	4.466667
266	18 Грамм	4.466667
267	Кофемания	4.463636
268	Paul	4.450000
269	SeDelice	4.450000
270	Cosmic latte	4.450000
271	Spoon&Dagger	4.450000
272	You&coffee	4.450000
273	Кофе с собой	4.433333
274	ABC Coffee Roasters	4.425000
275	Lori Bar	4.400000
276	Wake Up Cafe	4.400000
277	Coffee Brothers	4.400000
278	МанФит	4.400000
279	Максбейкери	4.400000
280	Любить Кофе Пить	4.400000
281	Coffee Garden	4.400000
282	Ле Монд	4.400000
283	WTFcoffee	4.400000
284	Лагман	4.400000
285	ZernO	4.400000
286	Zest Coffee & Wine	4.400000
287	FLIP	4.400000
288	Кофешоп 4.20	4.400000
289	Кофепровод	4.400000
290	Кофеопия	4.400000
291	Wake Up	4.400000
292	Coffee 42	4.400000
293	Vigor Maker	4.400000
294	Кофейня Каскара	4.400000
295	Практика Кофе	4.400000
296	Правда Кофе Остоженка 42/2	4.400000
297	Grao De Cafe	4.400000
298	Правда Кофе	4.400000
299	Synergy 2 go	4.400000
300	Tennis Cup Кофе	4.400000
301	The Buffet	4.400000
302	The First Cup	4.400000
303	Camera Obscura	4.400000
304	Carrots and Beans	4.400000
305	Tidö-Lindö	4.400000
306	Оазис	4.400000
307	Наша Чайная	4.400000
308	Traveler's Coffee	4.400000
309	Мёд и Пряность	4.400000
310	Coffta	4.400000
311	Мурас	4.400000
312	Молодо-Зелено	4.400000
313	Coffee	4.400000
314	Кофейня на Дровах	4.400000
315	Кофейня Калдис в проезде Сокольнического Круга	4.400000
316	Espressium	4.400000
317	Кофе Комбо	4.400000
318	Волконский	4.400000
319	Время Кофе	4.400000
320	Второе кафе	4.400000
321	Гедонист	4.400000
322	Кафе Арарат	4.400000
323	Катька-Запеканка	4.400000
324	Cream Soda	4.400000
325	Каннибал Кофе	4.400000
326	Дарбарс	4.400000
327	Две печеньки	4.400000
328	Де Марко	4.400000
329	Дела кофейные	4.400000
330	Делюсь Душой	4.400000
331	Coffeeteabar	4.400000
332	ДоброЛавка	4.400000
333	Cosmic Coffee	4.400000
334	Comme A Paris	4.400000
335	Coffeewood	4.400000
336	Жаркое	4.400000
337	Кофе Йог	4.400000
338	David B Cafe	4.400000
339	Habit	4.400000
340	Вертел	4.400000
341	Eleven Coffee	4.400000
342	Бамбл Кофе	4.400000
343	Кофейня Daily Green	4.400000
344	Кофейня Coffeebrain	4.400000
345	Кофейня 8/25	4.400000
346	Coffee Vibe	4.400000
347	Dracoffeestar	4.400000
348	Coffee in	4.400000
349	Dr. Coffee	4.400000
350	Булошная	4.400000
351	Dormouse	4.400000
352	Кофеварня	4.400000
353	Do. Bro Coffee	4.400000
354	District	4.400000
355	Кофе с собой Кофемол	4.400000
356	Кофе и мечты	4.400000
357	Варим тепло	4.400000
358	Вектор	4.400000
359	Кофе Тема	4.400000
360	Практика кофе	4.400000
361	Мысли кофе	4.400000
362	Причина для Капучино	4.400000
363	Чебуречная история	4.400000
364	It's СоТ-Кофейня	4.400000
365	It's СоТ - Кофейня	4.400000
366	Baer Coffee	4.400000
367	Телебистро	4.400000
368	ТатБургер	4.400000
369	Raf&Gotovo	4.400000
370	Raw to Go	4.400000
371	Трэвэлерс Кофе	4.400000
372	Так сказала моя мама	4.400000
373	Jungle Brothers	4.400000
374	MonteView Coffee	4.400000
375	ТК	4.400000
376	Столафе	4.400000
377	Среда Питания	4.400000
378	Park 47	4.400000
379	Kollektiv	4.400000
380	Шеf Пончик	4.400000
381	Locals	4.400000
382	Хлебомания	4.400000
383	Nado Coffee	4.400000
384	Noba Coffee	4.400000
385	Хлеб Хаус	4.400000
386	Nook Coffee	4.400000
387	Nord Coffee	4.400000
388	Фоб'с	4.400000
389	Mosweet	4.400000
390	Omg Coffee	4.400000
391	Хорошее место	4.400000
392	Andy Coffee	4.400000
393	ЦДР	4.400000
394	One price coffee	4.400000
395	Чабан Чуду	4.400000
396	Sabbia	4.400000
397	Les	4.400000
398	Julibon cafe	4.400000
399	Holy Berry	4.400000
400	Kiosk 1936	4.400000
401	Эспрессо клуб	4.400000
402	Kaya Coffee Shop	4.400000
403	Kathrin’s bakery	4.400000
404	9 Bar Coffe	4.400000
405	Smoothie & Coffee	4.400000
406	Роко Бэй — Мох и кофе	4.400000
407	C'cups	4.400000
408	Surf Coffee X Shine	4.400000
409	Brooklyn Cafe	4.400000
410	22 Акра Кофе&Хлеб	4.400000
411	Скандинавия	4.400000
412	Школьник	4.400000
413	Bora Bora	4.400000
414	Mendia	4.400000
415	IQ Кофе	4.400000
416	Simple	4.400000
417	ПряниШная	4.400000
418	42 Coffee Shop	4.400000
419	Это кофейня	4.400000
420	Brrrew!	4.400000
421	Bufet	4.400000
422	Lunch Point	4.400000
423	Сова	4.400000
424	Bloom-n-Brew Factoria	4.400000
425	Udcкафе	4.375000
426	Coffee Bean	4.375000
427	Jeffrey's Coffee	4.366667
428	Take and Wake	4.366667
429	Coffeekaldi's	4.362500
430	Твой кофе	4.350000
431	Winners	4.350000
432	Иди обниму	4.350000
433	Demi Coffee Shop	4.350000
434	Air Coffee	4.350000
435	Буханка	4.333333
436	Капучино Кидс	4.333333
437	Milk&Beans	4.300000
438	Кофе Стоп	4.300000
439	Живой кофе	4.300000
440	Coffeewinner	4.300000
441	Alternative coffee	4.300000
442	Калитки	4.300000
443	Кофе Град	4.300000
444	Кофе On	4.300000
445	Coffee_Spark	4.300000
446	Coffeeist	4.300000
447	Coffeeizm	4.300000
448	Кафетериус № 8	4.300000
449	La Bulka	4.300000
450	Кафема	4.300000
451	Кафе в НИИ	4.300000
452	Кафе Дегтярный	4.300000
453	Чб	4.300000
454	Карлинер	4.300000
455	Чокнутый эспрессор	4.300000
456	Кап кап	4.300000
457	Инсайт Кофе	4.300000
458	Чайхана УЧ Кудук	4.300000
459	Кофейня One&Double	4.300000
460	Кофе и	4.300000
461	Кофе на рассвете	4.300000
462	Coffee Combo	4.300000
463	Масса кофе	4.300000
464	Coffee Buro	4.300000
465	BliniCoffee	4.300000
466	Coffee Break	4.300000
467	Coffee Boy	4.300000
468	Собрание	4.300000
469	Моя Николь	4.300000
470	CofAir	4.300000
471	Cobalt coffee	4.300000
472	Breakfast So Tasty	4.300000
473	Lavanda	4.300000
474	Brera	4.300000
475	Новатор кофе	4.300000
476	Carrots and beans	4.300000
477	Пельменная	4.300000
478	Река	4.300000
479	Портал	4.300000
480	Cafe inn	4.300000
481	Прожектор	4.300000
482	Продуктовый дом Реснота	4.300000
483	Coffee FM	4.300000
484	Bakery Mart	4.300000
485	Ланч и Кофе	4.300000
486	Cafe	4.300000
487	Хлеб с маслом	4.300000
488	Кофе с собой А&M	4.300000
489	Кофе стоп	4.300000
490	Кофедей	4.300000
491	Coffee Week	4.300000
492	Coffee Way	4.300000
493	Фалафельная Ecotopia	4.300000
494	Фабрика Кофе	4.300000
495	Университетское	4.300000
496	Уголок	4.300000
497	Лаванда Кофе	4.300000
498	Art Coffee Club	4.300000
499	Knockout coffee	4.300000
500	Три кофе	4.300000
501	Coffee Religion	4.300000
502	Кофейня на Ломоносовском	4.300000
503	B1 coffee&goodies	4.300000
504	Кулинариум	4.300000
505	Coffee Moose	4.300000
506	Coffee Me	4.300000
507	Жаворонок	4.300000
508	КоФФе Души	4.300000
509	Кафетериус	4.300000
510	Petrushka	4.300000
511	Gentleman Coffee	4.300000
512	Быстрое питание	4.300000
513	Gross Coffee	4.300000
514	Вistro 3.6	4.300000
515	Варежка кафе	4.300000
516	GustoLife	4.300000
517	Hanoi	4.300000
518	Surf Coffee x Amen	4.300000
519	HelloPapaya	4.300000
520	Hellopapaya	4.300000
521	Espressoroom	4.300000
522	Вкусные пончики Ля Пон Пон	4.300000
523	IQ Coffee	4.300000
524	Shirshov	4.300000
525	Shawarma VIP House	4.300000
526	Ryabov Coffee	4.300000
527	Время чудес	4.300000
528	Бута Хауз	4.300000
529	GRAB'n Go	4.300000
530	Time to Coffee	4.300000
531	Layerz Bakery	4.300000
532	2-й Этаж	4.300000
533	Falafel Bro	4.300000
534	Альпини	4.300000
535	LeoCoffee	4.300000
536	Аппо	4.300000
537	Артпирогъ	4.300000
538	Element Coffee	4.300000
539	Flip	4.300000
540	From Berlin	4.300000
541	Fly Coffee	4.300000
542	WakeCup Coffee	4.300000
543	Vera Coffee&Tea	4.300000
544	Булкер	4.300000
545	Urban	4.300000
546	Буржуй	4.300000
547	Udcкафе Upside Down Cake	4.300000
548	R&B's Роллы и Бургеры	4.300000
549	Zm Coffee	4.300000
550	Гараж Гриль & Кофе Тайм	4.300000
551	Jeffrey’s Coffeeshop	4.300000
552	Даблби	4.300000
553	Диемм	4.300000
554	Mr. Эdison	4.300000
555	Mokko	4.300000
556	Грэмми	4.300000
557	Дядька	4.300000
558	Crop. coffee & smoothie bar	4.300000
559	Murloftik	4.300000
560	Mnoga	4.300000
561	Mátes	4.300000
562	Едаки Lunch	4.300000
563	Mr. Brown	4.300000
564	Mellman’s coffee	4.300000
565	Moscow Heart Coffee	4.300000
566	One&double	4.300000
567	One more, please	4.300000
568	Jedi Coon	4.300000
569	Выжимка	4.300000
570	9 Bar Coffee	4.271429
571	Пан Запекан	4.266667
572	Кофе & Moloko	4.266667
573	Скалка	4.266667
574	White Fox	4.266667
575	Coffeebrain	4.266667
576	ДаблБи	4.257143
577	Му-Му	4.250000
578	Хлеб насущный	4.250000
579	Правда кофе	4.250000
580	Coffee Like	4.250000
581	White Fox Cafe	4.250000
582	One&Double	4.233333
583	Krispy Kreme	4.233333
584	Madam Yen	4.200000
585	ZAcoffee	4.200000
586	Лайфхакер	4.200000
587	Эшторил	4.200000
588	Mmoma cafe	4.200000
589	French Bakery	4.200000
590	Vcafe	4.200000
591	VI Cafe	4.200000
592	Coffee First	4.200000
593	Mega Coffee	4.200000
594	Coffee Inn	4.200000
595	Pride coffee	4.200000
596	Accent	4.200000
597	Jinju	4.200000
598	Ride the coffee	4.200000
599	BassG	4.200000
600	Aroma	4.200000
601	I-Coffee. me	4.200000
602	Синкопа	4.200000
603	Фастфуд	4.200000
604	But First Coffee	4.200000
605	Хлеб	4.200000
606	Amande	4.200000
607	Heavy Еда	4.200000
608	Nashemesto	4.200000
609	Мусанг	4.200000
610	Cake time	4.200000
611	Царская Трапеза	4.200000
612	Персе кафе	4.200000
613	The wild bean cafe	4.200000
614	B&d Cafe	4.200000
615	Па Па Кофе	4.200000
616	Неслучайно 08 08	4.200000
617	Tkachi	4.200000
618	Top Java	4.200000
619	Co/co coffee&cozy	4.200000
620	St Cultura	4.200000
621	Мороженое 18+ Alcreme	4.200000
622	Кафетериус № 11	4.200000
623	Кофейня Оракул	4.200000
624	Карэль	4.200000
625	Lay Bay	4.200000
626	Кафе Токмакоff	4.200000
627	Cubby	4.200000
628	Кафе-Кофе	4.200000
629	Cultura Coffee	4.200000
630	Cups&Hugs	4.200000
631	Кофейня 613	4.200000
632	Больше, Чем Кофе	4.200000
633	Квадрат кофе	4.200000
634	Время для кофе	4.200000
635	КофеГУСЬ	4.200000
636	Кофеin	4.200000
637	Кофе-пойнт Техноград	4.200000
638	ВкусВилл, кафе	4.200000
639	Dellos Corporate Service	4.200000
640	Кофе-лавка Стол	4.200000
641	Буфетрина. 2	4.200000
642	Кофе, кухня и вино так сказала моя мама	4.200000
643	Espresso Patronum	4.200000
644	Кофе&Moloko	4.200000
645	Кофейня на Остоженке	4.200000
646	Ай Эм Конфидент	4.200000
647	Crema	4.200000
648	Актер	4.200000
649	Corner Coffee Roasters	4.200000
650	Живое пиво	4.200000
651	Le Chaton Gris	4.200000
652	CoffeeShots	4.200000
653	Зефир	4.200000
654	Levin Bakehouse	4.200000
655	КофеТИ	4.200000
656	Gump's	4.200000
657	Шоколадница	4.178151
658	Coffee Guru	4.166667
659	Синнабон	4.150000
660	КОФЕПОРТ	4.147619
661	Эль кафе	4.133333
662	Кофе твой друг	4.133333
663	Hq! Coffee	4.100000
664	Bread and Butter	4.100000
665	Starfix Cafe	4.100000
666	Kitsune	4.100000
667	I Coffee	4.100000
668	Testo мания	4.100000
669	Coffeehub	4.100000
670	Cafe 55	4.100000
671	Шеф Бургер	4.100000
672	CoffeeТУТ	4.100000
673	Кофе пойнт Капучинофф	4.100000
674	Шоколад имбирь корица	4.100000
675	Вереница	4.100000
676	Вкус кофе	4.100000
677	Romashoff	4.100000
678	Shlomo's	4.100000
679	Зарядка	4.100000
680	Калина	4.100000
681	Хочу кофе!	4.100000
682	Кафе Чудо	4.100000
683	Coffeeshop Company	4.100000
684	Americano Black Coffee & Food	4.100000
685	Фреш	4.100000
686	Oda coffee	4.100000
687	One And Double	4.100000
688	Чайхона	4.100000
689	Country Coffee	4.100000
690	Чизберри	4.100000
691	Кофе&сласти	4.100000
692	J&j Cafe Moscow	4.100000
693	Ivoire café	4.100000
694	Три вилки	4.100000
695	ТехноВеранда	4.100000
696	Pq Coffee&Friends	4.100000
697	Кафешка	4.100000
698	Louis Fusion	4.100000
699	Il Tocco	4.100000
700	Black молоко	4.100000
701	Кофемания Bez Tarelok	4.100000
702	Рафф. Два? Три!	4.100000
703	Пекарня и кофейня	4.100000
704	YA-cafe	4.100000
705	Coffee&Croissant	4.100000
706	Музейное кафе	4.100000
707	НоуКофе	4.100000
708	БроКофе	4.100000
709	Братец Кролик	4.100000
710	Кофейник	4.100000
711	FoodMoscowCoffee	4.100000
712	Dunkin' Donuts	4.100000
713	МСК кофе	4.100000
714	Очаг	4.100000
715	Fresh	4.100000
716	Coffee Frisbee	4.100000
717	Литл БРО	4.100000
718	Flat White	4.100000
719	Fibbee	4.100000
720	Ланч Бокс	4.100000
721	Лавка вкуса	4.100000
722	Кулинария	4.100000
723	Cezve Coffee	4.100000
724	Кофе, пекарня	4.100000
725	Upside Down Cake	4.100000
726	Cofix	4.075385
727	Кофе Хауз	4.075000
728	One Price Coffee	4.064789
729	Wild Bean	4.060000
730	Sova Coffee	4.050000
731	Star Hit Cafe	4.050000
732	Царская кофейня	4.000000
733	Zeфир	4.000000
734	Cofe Fest	4.000000
735	КК 12/10	4.000000
736	Coffee Pulse	4.000000
737	Bespoke Cafe	4.000000
738	Calma!	4.000000
739	КоФан	4.000000
740	Кап Энд Кап	4.000000
741	Мадам Москвичка	4.000000
742	Avenue 32	4.000000
743	Комбинат Дели	4.000000
744	Vasyasya	4.000000
745	Ванильное небо	4.000000
746	Теплое место	4.000000
747	Гранд Хлеб	4.000000
748	Панчо Фэктори	4.000000
749	Go! Кофе	4.000000
750	Хуан Кофеман	4.000000
751	Куманёк	4.000000
752	Ням по пути	4.000000
753	Саббаба	4.000000
754	Bulldog Coffee	4.000000
755	Азбука Кофе	4.000000
756	Живое кафе	4.000000
757	Zефир	4.000000
758	Коффемагия	4.000000
759	ЭкоНяма	4.000000
760	Brooklyn Coffee	4.000000
761	5 Stars Coffee	4.000000
762	Ворона	4.000000
763	Fresh cafe	4.000000
764	Чудокофф	4.000000
765	Эти Вафли	4.000000
766	CofeFest	3.977419
767	Wild Bean Cafe	3.975000
768	7 Сэндвичей	3.975000
769	Cinnabon	3.920000
770	Caffe Galliano	3.900000
771	Кофельяно	3.900000
772	Кофефест	3.900000
773	Пирог Хауз	3.900000
774	Магазин фастфудной продукции	3.900000
775	Coffee Point	3.900000
776	Coffee Miru	3.900000
777	Coffee Sova	3.900000
778	Magic Coffee	3.900000
779	Все по 60	3.900000
780	Сладкие минуты	3.900000
781	Bodro coffee	3.900000
782	Колос	3.900000
783	Lav cafe	3.900000
784	Christopher. Co	3.900000
785	Trübli-bar	3.900000
786	Кофе бар	3.900000
787	Кофейня	3.866667
788	В парке вкуснее	3.850000
789	Coffee and the City	3.850000
790	Кафе	3.833333
791	Черный	3.800000
792	Корица	3.800000
793	CoffeLab	3.800000
794	Латте	3.800000
795	Мока	3.800000
796	Мастерская еды	3.800000
797	Kafin	3.800000
798	Остров	3.800000
799	Only coffee	3.800000
800	Street Food	3.800000
801	Кафетериус № 26	3.800000
802	Я кофе	3.800000
803	Ann Joy	3.800000
804	Кофе Он Мой	3.700000
805	La villa	3.700000
806	Шантимэль	3.700000
807	Colorcoffee	3.700000
808	Шах&Мат	3.700000
809	Кафетериус № 6	3.700000
810	E. S. Coffee	3.700000
811	Шаурма на районе № 1	3.700000
812	Main Food	3.700000
813	Id Cafe	3.700000
814	Ето	3.700000
815	Sova coffee	3.600000
816	Coffee Music	3.600000
817	Спорим, вкусно?	3.500000
818	Moscof Coffee	3.500000
819	Корифей	3.500000
820	Вкусико кофе	3.400000
821	Крафт кофе бар	3.400000
822	Профитроли	3.400000
823	Платформа 9 3/4	3.400000
824	Кафе Папан	3.400000
825	Батон	3.400000
826	Buon	3.400000
827	Кофеграфия	3.300000
828	Кофе-выпечка	3.300000
829	Coffee Party	3.200000
830	Сказка	3.200000
831	Royal Coffee	3.100000
832	French Bakery SeDelice	3.100000
833	Brunch cafe	3.100000
834	Coffprice	3.000000
835	Gold	3.000000
836	Шкафе Бульон	2.900000
837	Monty Cafe	2.300000
838	Маракуйя	1.400000

Сгруппируем кофейни по названию и посчитаем средний рейтинг. - Первые **30** заведений имеют рейтинг**5**, - далее с **31** по **765** место имеют рейниен **4**, - с **766** по **835** рейтинг **3**, - еще **2** заведения имеют рейтинг**2** - и всего **одно** заведение **Маракуйя** имеет рейтинг **1.4**.

# читаем файл и сохраняем в переменной
with open('/datasets/admin_level_geomap.geojson', 'r') as f:geo_json = json.load(f)
    
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo = '/datasets/admin_level_geomap.geojson'
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=data_dist_cofe_rating,
    columns=['district', 'rating'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Средний рейтинг кофейн по районам',
).add_to(m)

# выводим карту
m

Make this Notebook Trusted to load map: File -> Trust Notebook

Построим хороплет с данными **среднего рейтинга**. Видим, что **Центральный административный округ** вновь на первом месте с показателем **4.33**, на втором месте **Северо-Западный административный округ** с показателем **4.32**, на третьем месте **Северный административный округ** с показателем **4.29**. А вот **Западный административный округ** оказался на последнем месте с показателем **4.19**.

На какую стоимость чашки капучино стоит ориентироваться при открытии и почему?

data_cofe['middle_coffee_cup'].describe()

count     521.000000
mean      175.055662
std        89.753009
min        60.000000
25%       124.000000
50%       170.000000
75%       225.000000
max      1568.000000
Name: middle_coffee_cup, dtype: float64

Посмотрим на данные колонки `middle_coffee_cup` с ценой на **чашку капучино**. Всего данные о стоимости чашки капучино представлены по **521** заведению. **Среднее** значение **175** рублей, **медианное** значение **170** рублей, **минимум** **60** и **максимум** **1568**.

data_cofe['middle_coffee_cup'].sort_values(ascending = False).head(10)

2859    1568.0
5503     375.0
3718     328.0
1769     325.0
5990     320.0
2075     315.0
4657     300.0
3580     300.0
6687     300.0
3095     300.0
Name: middle_coffee_cup, dtype: float64

Отсортируем данные по убыванию. Цена в **1568** рублей аномалия.

data_cofe_cap = data_cofe.query('middle_coffee_cup <= 400')

Создадим переменную `data_cofe_cap` со сначением чашки капучино не выше **400** рублей..

data_cofe_cap_price = data_cofe_cap.pivot_table(index='district', values='middle_coffee_cup', aggfunc= 'median')
data_cofe_cap_price = data_cofe_cap_price.sort_values(by = 'middle_coffee_cup', ascending = False)
data_cofe_cap_price = data_cofe_cap_price.reset_index()
data_cofe_cap_price.style.background_gradient('coolwarm')

	district	middle_coffee_cup
0	Юго-Западный административный округ	198.000000
1	Центральный административный округ	190.000000
2	Западный административный округ	189.000000
3	Северо-Западный административный округ	165.000000
4	Северо-Восточный административный округ	162.500000
5	Северный административный округ	159.000000
6	Южный административный округ	150.000000
7	Юго-Восточный административный округ	147.500000
8	Восточный административный округ	135.000000

Группируем данные **цены** на чашку капучино по **административным округам** и считаем **медианное** значение. Далее сортируем по убыванию. Получаем информацию, на первом месте **Юго-Западный административный округ** с ценой за чашку в **198** рублей, на втором месте **Центральный административный округ** с ценой за чашку в **190** рублей, третье место у **Западного административного округа** с ценой за чашку в **189** рублей, а самым бюджетным оказался **Восточный административный округ** с ценой в **135** рублей за чашку капучино.

# читаем файл и сохраняем в переменной
with open('/datasets/admin_level_geomap.geojson', 'r') as f:geo_json = json.load(f)
    
# импортируем карту и хороплет
from folium import Map, Choropleth

# загружаем JSON-файл с границами округов Москвы
state_geo = '/datasets/admin_level_geomap.geojson'
# moscow_lat - широта центра Москвы, moscow_lng - долгота центра Москвы
moscow_lat, moscow_lng = 55.751244, 37.618423

# создаём карту Москвы
m = Map(location=[moscow_lat, moscow_lng], zoom_start=10)

# создаём хороплет с помощью конструктора Choropleth и добавляем его на карту
Choropleth(
    geo_data=state_geo,
    data=data_cofe_cap_price,
    columns=['district', 'middle_coffee_cup'],
    key_on='feature.name',
    fill_color='YlGn',
    fill_opacity=0.8,
    legend_name='Средний чек за чашку капучино по районам',
).add_to(m)

# выводим карту
m

Make this Notebook Trusted to load map: File -> Trust Notebook

Построим карту хороплет для визуализации данных о цене на чашку капучино.

data_cofe_cap.groupby('price')['price'].count()

price
выше среднего      1
низкие            57
средние          210
Name: price, dtype: int64

Посмотрим на распределение ценовой категории.

sns.set_theme(style="ticks", font_scale=1.25)
price_cap = data_cofe_cap.groupby('price')['price'].agg('count')
price_cap.plot(kind='pie', labels=None, label='', autopct='%1.1f%%',\
             legend=True, figsize=(7, 7), title='Распределение по категории цен на чашку капучино')
plt.show()

Построим для визуализации график распределение по ценовым категориям. К **средней** ценовой категории относят себя **78%** заведений, а к **низкой** **21%**.

data_cofe_cap_price_st = data_cofe_cap.pivot_table(index='street', values='middle_coffee_cup', aggfunc= 'median')
data_cofe_cap_price_st = data_cofe_cap_price_st.sort_values(by = 'middle_coffee_cup', ascending = False)
data_cofe_cap_price_st = data_cofe_cap_price_st.reset_index()
data_cofe_cap_price_st.style.background_gradient('coolwarm')

	street	middle_coffee_cup
0	Большая Никитская улица	328.000000
1	3-я Фрунзенская улица	320.000000
2	Богословский переулок	300.000000
3	Большая Сухаревская площадь	300.000000
4	улица Гарибальди	291.000000
5	3-й Крутицкий переулок	291.000000
6	площадь Победы	291.000000
7	Милютинский переулок	290.000000
8	Енисейская улица	287.000000
9	Стремянный переулок	285.000000
10	Мясницкая улица	283.000000
11	улица Охотный Ряд	275.000000
12	Лаврушинский переулок	275.000000
13	2-й Сыромятнический переулок	275.000000
14	Центральный административный округ	275.000000
15	улица Серпуховский Вал	275.000000
16	улица 1812 года	275.000000
17	Спиридоньевский переулок	275.000000
18	Авиационная улица	270.000000
19	Калашный переулок	270.000000
20	Осенняя улица	270.000000
21	Сельскохозяйственная улица	266.500000
22	улица Большая Якиманка	265.000000
23	Чистопрудный бульвар	260.000000
24	улица Пречистенка	256.000000
25	Широкая улица	256.000000
26	улица Маросейка	256.000000
27	Минская улица	256.000000
28	9-я Парковая улица	256.000000
29	проезд Дежнёва	256.000000
30	улица Большие Каменщики	256.000000
31	улица Сергия Радонежского	256.000000
32	улица Адмирала Макарова	256.000000
33	улица Удальцова	256.000000
34	Климентовский переулок	256.000000
35	Люсиновская улица	256.000000
36	Бутырская улица	256.000000
37	Лопухинский переулок	255.000000
38	улица Дмитрия Ульянова	253.000000
39	Кутузовский проспект	253.000000
40	улица Василисы Кожиной	250.000000
41	Сходненская улица	250.000000
42	Измайловская площадь	250.000000
43	Малая Бронная улица	250.000000
44	Страстной бульвар	250.000000
45	улица Фадеева	250.000000
46	улица Крымский Вал	250.000000
47	Кировоградская улица	249.000000
48	Ломоносовский проспект	248.000000
49	Ходынский бульвар	245.000000
50	Большая Грузинская улица	240.500000
51	Мичуринский проспект	240.500000
52	Ярцевская улица	240.000000
53	Долгоруковская улица	240.000000
54	1-я улица Леонова	237.000000
55	улица Чаянова	235.000000
56	улица Кондратюка	235.000000
57	набережная Марка Шагала	235.000000
58	Новочерёмушкинская улица	230.000000
59	Снежная улица	230.000000
60	Руновский переулок	230.000000
61	Зубовский бульвар	228.000000
62	Нижняя Красносельская улица	227.000000
63	Ленинский проспект	227.000000
64	Дегтярный переулок	225.000000
65	Яковоапостольский переулок	225.000000
66	Колокольников переулок	225.000000
67	Пятницкая улица	225.000000
68	улица Балчуг	225.000000
69	проезд Берёзовой Рощи	225.000000
70	Большой Палашёвский переулок	225.000000
71	улица Большая Полянка	223.000000
72	Садовническая улица	221.500000
73	Корабельная улица	220.000000
74	Верхняя Сыромятническая улица	220.000000
75	Строгинский бульвар	220.000000
76	Валовая улица	220.000000
77	улица 1905 года	220.000000
78	проспект Мира	220.000000
79	Комсомольский проспект	218.000000
80	Верхняя Радищевская улица	217.500000
81	Большая Черёмушкинская улица	217.000000
82	Славянская площадь	215.000000
83	Донская улица	215.000000
84	улица Дубки	215.000000
85	Рублёвское шоссе	213.000000
86	улица Хачатуряна	210.500000
87	Новая Басманная улица	210.000000
88	Усачёва улица	210.000000
89	улица Академика Ильюшина	210.000000
90	1-я Тверская-Ямская улица	210.000000
91	Верхняя Красносельская улица	210.000000
92	Донецкая улица	205.000000
93	Малый Дровяной переулок	205.000000
94	улица Мичуринский Проспект	203.000000
95	Лазоревый проезд	200.000000
96	2-й Вольный переулок	200.000000
97	Отрадная улица	200.000000
98	Никитинская улица	200.000000
99	Домодедовская улица	200.000000
100	улица Воронцово Поле	200.000000
101	Бирюлёвская улица	200.000000
102	улица Архитектора Щусева	200.000000
103	Шелепихинская набережная	200.000000
104	улица Кедрова	200.000000
105	проспект Вернадского	197.500000
106	Нахимовский проспект	197.000000
107	3-я Радиаторская улица	195.000000
108	улица Свободы	195.000000
109	Яузская улица	195.000000
110	Молодогвардейская улица	195.000000
111	Ленинградское шоссе	195.000000
112	2-й Грайвороновский проезд	195.000000
113	Ботанический переулок	190.000000
114	Селезнёвская улица	190.000000
115	4-й Вятский переулок	190.000000
116	Сколковское шоссе	189.000000
117	Новоспасский переулок	185.000000
118	Уланский переулок	185.000000
119	Варшавское шоссе	185.000000
120	Медовый переулок	185.000000
121	Большой Симоновский переулок	184.500000
122	Смольная улица	184.500000
123	Крымская набережная	184.000000
124	Пятницкий переулок	184.000000
125	Нагорный проезд	184.000000
126	Нижняя Сыромятническая улица	182.500000
127	Шереметьевская улица	182.500000
128	Дмитровское шоссе	180.000000
129	улица Чаплыгина	180.000000
130	улица Строителей	180.000000
131	Свободный проспект	180.000000
132	Ленинградский проспект	180.000000
133	Уральская улица	180.000000
134	Стромынский переулок	180.000000
135	Шмитовский проезд	180.000000
136	бульвар Генерала Карбышева	179.000000
137	улица Сущёвский Вал	179.000000
138	Вятская улица	177.500000
139	улица Земляной Вал	177.500000
140	Шарикоподшипниковская улица	177.000000
141	улица Красная Пресня	175.500000
142	Тверская улица	175.500000
143	Озерковская набережная	175.000000
144	переулок Капранова	175.000000
145	улица Новый Арбат	175.000000
146	1-й Нагатинский проезд	175.000000
147	4-й Сыромятнический переулок	175.000000
148	Краснопролетарская улица	175.000000
149	улица Маршала Бирюзова	174.000000
150	улица Маршала Мерецкова	174.000000
151	Марксистская улица	174.000000
152	Большой Дровяной переулок	172.000000
153	парк Останкино	170.000000
154	Ботаническая улица	170.000000
155	улица Руставели	170.000000
156	проезд Сокольнического Круга	170.000000
157	Рязанский проспект	170.000000
158	улица Заморёнова	170.000000
159	Ярославское шоссе	170.000000
160	Жуков проезд	170.000000
161	улица Маршала Федоренко	170.000000
162	Киевская улица	170.000000
163	Столярный переулок	170.000000
164	Сокольническая площадь	168.000000
165	улица Орджоникидзе	167.500000
166	3-я Мытищинская улица	167.000000
167	Матвеевская улица	165.000000
168	Бумажный проезд	165.000000
169	Нововладыкинский проезд	165.000000
170	Светлогорский проезд	165.000000
171	Старопетровский проезд	165.000000
172	Бакунинская улица	165.000000
173	2-я Хуторская улица	165.000000
174	улица Покрышкина	164.500000
175	Большая Академическая улица	162.500000
176	3-й Нижнелихоборский проезд	162.000000
177	Воронцовская улица	160.000000
178	Волгоградский проспект	160.000000
179	Шоссейная улица	160.000000
180	улица Гиляровского	160.000000
181	улица Вавилова	160.000000
182	Полярная улица	160.000000
183	улица Нижняя Масловка	159.000000
184	улица Воздвиженка	158.000000
185	Садовая-Кудринская улица	158.000000
186	Краснобогатырская улица	157.500000
187	Верейская улица	157.000000
188	улица Миклухо-Маклая	157.000000
189	улица Большая Ордынка	155.000000
190	Гостиничная улица	155.000000
191	Большой Строченовский переулок	155.000000
192	Дубнинская улица	155.000000
193	площадь Киевского Вокзала	152.500000
194	Таганская улица	152.500000
195	Новоясеневский проспект	152.000000
196	Фестивальная улица	150.000000
197	Ельнинская улица	150.000000
198	улица Черняховского	150.000000
199	улица Верхняя Масловка	150.000000
200	Гостиничный проезд	150.000000
201	Банный переулок	150.000000
202	Береговой проезд	150.000000
203	Васильевская улица	150.000000
204	Кожевническая улица	150.000000
205	Россошанская улица	150.000000
206	Бескудниковский бульвар	150.000000
207	Окская улица	150.000000
208	1-й Хорошёвский проезд	150.000000
209	Погонный проезд	150.000000
210	Тимирязевская улица	150.000000
211	Садовая-Триумфальная улица	150.000000
212	набережная Академика Туполева	150.000000
213	Авангардная улица	150.000000
214	Профсоюзная улица	150.000000
215	Алтуфьевское шоссе	149.500000
216	Абельмановская улица	149.000000
217	улица Героев Панфиловцев	149.000000
218	Ясеневая улица	147.500000
219	Холодильный переулок	147.500000
220	улица Перерва	146.000000
221	Монтажная улица	145.000000
222	Бойцовая улица	145.000000
223	5-я Кабельная улица	145.000000
224	Днепропетровская улица	144.000000
225	Ярославская улица	140.000000
226	Каширское шоссе	140.000000
227	Локомотивный проезд	140.000000
228	Летниковская улица	140.000000
229	улица Поликарпова	140.000000
230	2-й Боткинский проезд	140.000000
231	Озёрная улица	140.000000
232	Нижний Сусальный переулок	139.000000
233	проезд Аэропорта	139.000000
234	Большая Почтовая улица	139.000000
235	Казарменный переулок	139.000000
236	7-я Парковая улица	139.000000
237	Полковая улица	139.000000
238	Анадырский проезд	139.000000
239	1-й проезд Перова Поля	138.000000
240	Большой Саввинский переулок	137.000000
241	Октябрьская улица	137.000000
242	улица Правды	135.000000
243	3-й Силикатный проезд	135.000000
244	Малая Семёновская улица	135.000000
245	Перовская улица	135.000000
246	Новорязанская улица	135.000000
247	проспект Андропова	135.000000
248	улица Гастелло	135.000000
249	Большая Семёновская улица	134.000000
250	улица Дудинка	134.000000
251	Большая Татарская улица	132.500000
252	Поречная улица	130.000000
253	улица Академика Павлова	130.000000
254	Семёновский переулок	130.000000
255	Староалексеевская улица	130.000000
256	Измайловский проспект	130.000000
257	Измайловский проезд	130.000000
258	Ореховый бульвар	130.000000
259	6-я Радиальная улица	129.000000
260	Новослободская улица	127.500000
261	Измайловское шоссе	127.500000
262	Бережковская набережная	127.000000
263	Волоколамское шоссе	127.000000
264	улица Намёткина	127.000000
265	Новохохловская улица	125.000000
266	Москворецкая набережная	125.000000
267	Ташкентская улица	125.000000
268	Открытое шоссе	125.000000
269	Люблинская улица	125.000000
270	Ясногорская улица	125.000000
271	улица Мусы Джалиля	125.000000
272	улица Мнёвники	124.000000
273	Покровский бульвар	122.500000
274	Авиамоторная улица	120.000000
275	Большая Филёвская улица	120.000000
276	улица Бахрушина	120.000000
277	Тушинская улица	120.000000
278	Преображенская площадь	120.000000
279	Весковский переулок	120.000000
280	5-я Кожуховская улица	120.000000
281	Кронштадтский бульвар	117.500000
282	3-й Автозаводский проезд	115.000000
283	Рочдельская улица	115.000000
284	шоссе Энтузиастов	112.000000
285	Нижняя Первомайская улица	110.000000
286	улица Арбат	110.000000
287	5-я Парковая улица	110.000000
288	1-я Останкинская улица	110.000000
289	Электродная улица	110.000000
290	Южнопортовая улица	110.000000
291	Большая Новодмитровская улица	110.000000
292	Доброслободская улица	110.000000
293	Измайловский бульвар	105.000000
294	Зелёный проспект	105.000000
295	улица Бутлерова	102.000000
296	Чертановская улица	100.000000
297	улица Софьи Ковалевской	100.000000
298	Первомайская улица	100.000000
299	Полимерная улица	100.000000
300	Садовая-Черногрязская улица	100.000000
301	Можайское шоссе	100.000000
302	Красноказарменная улица	100.000000
303	улица Тёплый Стан	100.000000
304	Головинское шоссе	95.000000
305	Кольская улица	95.000000
306	улица Тимура Фрунзе	95.000000
307	Орловский переулок	95.000000
308	улица Клары Цеткин	95.000000
309	Перервинский бульвар	95.000000
310	3-я Хорошёвская улица	95.000000
311	Новодмитровская улица	95.000000
312	улица Двинцев	95.000000
313	Беговая улица	95.000000
314	Баррикадная улица	95.000000
315	Научный проезд	95.000000
316	улица Щепкина	95.000000
317	Трифоновская улица	95.000000
318	улица Академика Королёва	95.000000
319	Щукинская улица	90.000000
320	Вишнёвая улица	90.000000
321	улица Цандера	90.000000
322	Павелецкая площадь	90.000000
323	Пролетарский проспект	89.500000
324	Хорошёвское шоссе	80.000000
325	Семёновская площадь	79.000000
326	улица Шаболовка	79.000000
327	2-й Войковский проезд	60.000000
328	Окружной проезд	60.000000
329	Балаклавский проспект	60.000000
330	улица Пресненский Вал	60.000000
331	Краснопрудная улица	60.000000
332	Химкинский бульвар	60.000000
333	Шипиловский проезд	60.000000
334	Нижняя Радищевская улица	60.000000
335	улица Измайловский Вал	60.000000
336	улица Барклая	60.000000
337	улица Декабристов	60.000000
338	улица Остоженка	60.000000

Сгруппируем данные **цены** на **чашку капучино** по **улицам** и посчитаем **медианное** значение. Далее отсортируем по убыванию и получим **рейтинг** мест с **самым дорогим капучино**. На **первом** месте **Большая Никитская** с ценой за чашку в **328** рублей, на **втором** месте **3-я Фрунзенская улица** с ценой в **320** рублей, на **третьем и четвертом** месте **Богословский переулок и Большая Сухаревская площадь** с ценой за чашку в **300** рублей. **Последние 12** мест занимают улицы на которых можно купить чашку капучино за **60** рублей.

Общий вывод

**Исследование заведений общественного питания в Москве.** По задаче инвесторов из фонда **«Shut Up and Take My Money»** анализируем данные заведений Московского общественного питания. Нам доступен датасет с заведениями общественного питания **Москвы**, составленный на основе данных сервисов **Яндекс Карты** и **Яндекс Бизнес** на лето **2022** года. Информация, размещённая в сервисе **Яндекс Бизнес**, могла быть добавлена пользователями или найдена в общедоступных источниках. Она носит исключительно справочный характер. **1)** На первом этапе мы загружаем все необходимые библиотеки которые могут понадобится в процессе выполнения проекта. А именно: `pandas` (для работы с данными), `matplotlib`, `seaborn` и `plotly` (для будущих графиков), `display` для вывода таблиц. Далее создаем переменную `data` и выводим первые пять строк датафрейма. Данные распределены по **14** колонкам: - `name` — *название заведения* - `address` — *адрес заведения* - `category` — *категория заведения* - `hours` — *информация о днях и часах работы* - `lat` — *широта географической точки, в которой находится заведение* - `lng` — *долгота географической точки, в которой находится заведение* - `rating` — *рейтинг заведения по оценкам пользователей в Яндекс Картах* - `price` — *категория цен в заведении* - `avg_bill` — *строка, которая хранит среднюю стоимость заказа в виде диапазона* - `middle_avg_bill` — *число с оценкой среднего чека,* - `middle_coffee_cup` — *число с оценкой одной чашки капучино* - `chain` — *идентификатор которое показывает, является ли заведение сетевым* - `district` — *административный район, в котором находится заведение* - `seats` — *количество посадочных мест* Всего **8406** строк. **2)** На этапе предобработки данных, проверили на наличие пропусков. В колонке `hours` с указанием времени работы есть **536** пропусков, это около **6%** всех данных, заменим их на значение **нет данных**. В колонках `price`, `avg_bill`, `middle_avg_bill`, `middle_coffee_cup`, `seats` пропусков слишком много, поэтому оставим как есть. Проверка на **дубликаты**, таковых **не выявила**. Для удобства дальнейшего анализа, создадим новую колонку `street`, в нее войдут только название **улицы**. Дополнительно создали новую колонку `is_24/7` в которой отразим заведения работающие **ежедневно и круглосуточно** и все остальные. **3)** Анализ данных. В данных представлены заведения по **8** категориям **(кафе, ресторан, кофейня, пиццерия, бар, быстрое питание, булочная и столовая)**. При сортировки получили данные по количеству заведений в каждой категории. - **кафе 2378** заведений - **ресторан 2043** заведений - **кофейня 1413** заведений - **бар 765** заведений - **пиццерия 633** заведений - **быстрое питание 603** заведений - **столовая 315** заведений - **булочная 256** заведений **4)** Исследуем данные по количеству **посадочных мест**, они представлены только по **4795** заведениям. **Максимальное** значение **1288** мест, **среднее** **108**, а **медианное** **75**. Это означает, что большое максимальное значение перетягивает среднее значение в большую сторону. Очень интересно, максимальное значение в **1288** мест указано в 11 заведениях. Примечательно, что заведения разных категорий, есть как **сетевые**, так и **не сетевые**, но все располагаются на одной улице **проспект Вернадского**. Исходя из этих данных, можем считать значения **выше 800**, аномальными и в дальнейшем исключить их из выборки. После группировки и сортировки получаем данные о **медианном** значении **посадочных мест** по **категориям**: - **рестораны 86** посадочных мест или **16%** от общего объема - **бары 82,5** посадочных мест или **15%** от общего объема - **кофейни 80** посадочных мест или **14%** от общего объема - **столовая 75,5** посадочных мест или **14%** от общего объема - **быстрое питание 65** посадочных мест или **12%** от общего объема - **кафе 60** посадочных мест или **11%** от общего объема - **пиццерия 55** посадочных мест или **10%** от общего объема - **булочная 50** посадочных мест или **9%** от общего объема **5)** Исследуем данные соотношения **сетевых** и **не сетевых** заведений. Всего в датафрейме представлено **5201** заведений **не сетевых (62%)** и **3205** заведений **сетевых (38%)**. **6)** Исследуем категории на предмет принадлежности к сетевым заведениям. Видим, что такие категории как: **кафе**, **ресторан**, **бар**, **быстрое питание** и **столовая** чаще не относятся к сетевым, а вот **кофейня**, **пиццерия** и **булочная** чаще имеют принадлежность к **сетевому бизнесу**. Например **булочная** имеет отношение **158%**, а **пиццерия** **108%**, **кофейня** **103%**, а **кафе** **48%** и **ресторан** **55%**. **7)** Исследуем топ 15 сетевых заведений. После группировки и сортировки получаем список: - **Кафе 189** заведений - **Шоколадница 120** заведений - **Домино'с Пицца 76** заведений - **Додо Пицца 74** заведения - **One Price Coffee 71** заведение - **Яндекс Лавка 69** заведений -**Cofix 65** заведений - **Prime 50** заведений - **Хинкальная 44** заведения - **Шаурма 43** заведения - **КОФЕПОРТ 42** заведения - **Кулинарная лавка братьев Караваевых 39** заведений - **Теремок 38** заведений - **Чайхана 37** заведений - **Ресторан 34** заведения Над некоторыми названиями явно не трудились при создании. Далее мы узнали, какие категории есть у нашего **топ 15 заведений**. И выяснили, что у **8** из **15** сетей, заведения представлены в различных категориях. Например, **Кафе** представлено в **7** категориях, **Хинкальная** в **5**, **Чайхана** в **3**, **Шаурма** в **3**, **Шоколадница** в **2**. **8)** Исследуем распределение различных **категорий** по **административным округам**. Всего таких округов **9**. После группировки и сортировки видим, что основная масса заведений располагается в **Центральном административном округе**, на него приходятся все первые места категорий при сортировки. Если не брать данные лидера, то видим, что **булочные** чаще располагаются в **Западном и Северном административном округах**, а **быстрое питание** развито в **Южном, Северо-Восточном и Восточном административном округе**. Распределение по остальным не так сильно выражено. А пиковое значение в **670** заведений, показывают рестораны в **Центральном административном округе**. **9)** Исследуем распределение **средних рейтингов** в зависимости от **категорий** заведений. Распределение показывает, **среднее** значение на уровне **4.22**, **медианное** значение **4.3**, **первый перцентиль** на уровне **4.1** (в основном ставят хорошие рейтинги). Самый высокий средний рейтинг у **баров**, далее идет группа из **4** категорий **(пиццерия, ресторан, кофейня и булочная)**, на удивление **столовая** опережает **кафе** и замыкает список **быстрое питание**. **10)** Для анализа **среднего рейтинга** заведений в зависимости от **района** Москвы, построим карту хороплет со значениями **среднего** рейтинга. Видим как явно выделяется **Центральный административный округ**, далее **Северный и Северо-Западный административные округа**, хуже всего обстоят дела в **Юго-Восточном административном округе**. **11)** С помощью инструментов **folium** отображаем все заведения датафрейма на карте в виде **кластеров**. Видим как группируются заведения в центре Москвы. **12)** По аналогии с заведениями, составили рейтинг **топ 15 улиц** Москвы по количеству **заведений**. – **проспект Мира 184** заведения – **Профсоюзная улица 122** заведения – **проспект Вернадского 108** заведений – **Ленинский проспект 107** заведений – **Ленинградский проспект 95** заведений – **Дмитровское шоссе 88** заведений – **Каширское шоссе 77** заведений – **Варшавское шоссе 76** заведений – **Ленинградское шоссе 70** заведений – **МКАД 65** заведений – **Люблинская улица 60** заведений – **улица Вавилова 55** заведений – **Кутузовский проспект 54** заведения – **улица Миклухо-Маклая 49** заведений – **Пятницкая улица 48** заведений Из открытых источников мы знаем, что протяженность **проспекта Мира** составляет **9 км**, таким образом можно посчитать **плотность** заведений, она составит **1 заведение на каждые 50 метров проспекта**. Далее составили тепловую карту и столбчатую диаграмму для визуализации данных. Из явных лидеров можно отметить **Кафе** на **проспекте Мира и МКАД**, а так же **ресторан** на **проспекте Мира**. На **Варшавском и Каширском шоссе**, а так же на **МКАД и Люблинской улице** отсутствуют булочные. На **МКАД** нет **пиццерий**, **столовая** отсутствует на **улицах Пятницкая, Вавилова и Миклухо-Маклая**. **13)** Исследуем **улицы** на которых расположено только **одно заведение**. Таких улиц оказалось **458**. Изучив типизацию улиц, мы узнали, что **107** заведений расположены в **переулках**, еще **48** в **проездах**, так же присутствуют **набережные, тупики, шоссе, площади и т.д.**. Для визуализации, отобразили все заведения на карте. Далее изучили представленность в категориях: – **кафе 160** заведений – **ресторан 93** заведения – **кофейня 84** заведения – **бар 39** заведений – **столовая 36** заведений – **быстрое питание 23** заведения – **пиццерия 15** заведений – **булочная 8** заведений Чаще всего располагается **кафе**, а **булочные** в меньшей степени. **14)** Изучили показатели **среднего чека**. Всего данные известны по **3149** заведениям, **среднее** значение **958**, **медиана** **750**. На **среднее** значение сильно влияет **максимум**, который показывает **35000**, с большой долей вероятности, это банкетный зал, поэтому чек завышен и был исключен из выборки. Сгруппированные данные по округам показывают максимальные значения **1000** в **Центральном и Западном округах**, а остальные **7 округов**, показывают значения в среднем на **40% ниже**. Для визуализации, отобразили наши наблюдения на карте хороплет, а так же на тепловой карте с распределением категорий по округам. Из тепловой карты делаем вывод, что **бары и рестораны** имеют самые **высокие средние чеки**, хотя в **булочной** **Центрального административного района** можно оставить больше чем в **кафе** во всех округах, а вот**столовые** самые бюджетные. **15)** Изучили зависимости при **удаленности** от цента города. Для этого добавили новую колонку, в которой, высчитали на какое расстояние в километрах удалено заведение от цента города. Видим, что **минимальное** расстояние составляет **400 метров**, в **среднем** заведения удалены на **8.6 км**, а **максимум** показывает заведение которое удалено на **20 км** от центра. Корреляция значений **среднего чека** к значению **удаленности**, составляет **-0.16**. Таким образом, зависимость отрицательная, но малозначительная. Корреляция значений **рейтинга** к значению **удаленности**, составляет **-0.18**. Таким образом, зависимость отрицательная, но малозначительная. Дополнительно построили график влияния **удаленности** на **средний чек**, Пусть и не значительно, но мы можем наблюдать как цена снижается, уже после **5** километра выбросов меньше. Так же можем наблюдать, что **средний чек** в **сетевых** заведениях немного меньше чем в **не сетевых**. **16)** Дополнительно изучили зависимости различных факторов, для этого построили сводный `pairplot`, но к сожалению явных зависимостей не выявили, а в качестве подтверждения, построили тепловую карту корреляции различных факторов. Полученные значения не превышают значений **0.2**. К примеру корреляция значений **удаленности** к значению **сетевого статуса**, составляет **0.03**. Таким образом получаем, отсутствие зависимости. **17)** Дополнительно произвели изыскания по категории **кофейня**, это современный и быстрорастущий тренд. Всего в датафрейме представлены **1413** заведений данной **категории**. После группировки и сортировки мы определили, что **Центральном административном округе** кофейн в **2 раза больше** чем в остальных районах **(428)**. На втором месте **Северный административный округ** с показателями в **193** заведения, на третьем месте **Северо-Восточный административный округ** с **159** заведениями. **Северо-Западный административный округ** на последнем месте, всего **62** кофейни. Для наглядной визуализации, отобразили все заведения на карте. **18)** При изучении времени работы, мы определили, что всего **4%** кофейн работают **круглосуточно**, а это **59** заведений. Визуализировали наблюдение графиком. Изучая какие заведения работают **круглосуточно**, выявили лидера, это сеть **Шоколадница** с **17** заведениями, на втором месте **Кофемания** с **8** заведениями, остальные представлены не так хорошо. После группировки по **округам** и сортировки по **среднему рейтингу**, выявили округа лидеры. У нас в очередной раз, с явным преимуществом, **лидером** оказывается **Центральный административный округ**. Анти рейтинг тоже на лицо, в **Юго-Восточном административном округе**, рейтинг заведения **2.3**. Для наглядности, визуализировали все на карте. **19)** Изучили рейтинги в категории **кофейня**. Сгруппировав по **округам** и посчитав **среднее** значение, выявили, что **Центральный административный округ** вновь на первом месте с показателем **4.33**, на втором месте **Северо-Западный административный округ** с показателем **4.32**, на третьем месте **Северный административный округ** с показателем **4.29**. А вот **Западный административный округ** оказался на последнем месте с показателем **4.19**. Визуализировали эти наблюдения на карте хороплет. А сгруппировав рейтинги по заведениям, определили: - Первые **30** заведений имеют рейтинг**5**, - далее с **31** по **765** место имеют рейтинг **4**, - с **766** по **835** рейтинг **3**, - еще **2** заведения имеют рейтинг**2** - и всего **одно** заведение **Маракуйя** имеет рейтинг **1.4**. **20)** Изучили стоимость чашки капучино. Всего данные о стоимости чашки капучино представлены по **521** заведению. **Среднее** значение **175** рублей, **медианное** значение **170** рублей, **минимум** **60** и **максимум** **1568**, это значение является аномалией и из дальнейшей выборки будет исключено. После группировки по округам и сортировки по цене, мы получаем рейтинг **самых дорогих округов** по **цене на чашку капучино**. На первом месте **Юго-Западный административный округ** с ценой за чашку в **198** рублей, на втором месте **Центральный административный округ** с ценой за чашку в **190** рублей, третье место у **Западного административного округа** с ценой за чашку в **189** рублей, а самым бюджетным оказался **Восточный административный округ** с ценой в **135** рублей за чашку капучино. Визуализировали наши наблюдения на карте хороплет. Дополнительно изучили к каким ценовым категориям принадлежат эти заведения. К **средней** ценовой категории относят себя **78%** заведений, а к **низкой** **21%**. Визуализировали наблюдения графиком. Сгруппировали данные **цены** на **чашку капучино** по **улицам** и посчитали **медианное** значение, отсортировали по убыванию и получим **рейтинг** мест с **самым дорогим капучино**. На **первом** месте **Большая Никитская** с ценой за чашку в **328** рублей, на **втором** месте **3-я Фрунзенская улица** с ценой в **320** рублей, на **третьем и четвертом** месте **Богословский переулок и Большая Сухаревская площадь** с ценой за чашку в **300** рублей. **Последние 12** мест занимают улицы на которых можно купить чашку капучино за **60** рублей.\ Резюмируя, можно отметить, что рынок **общественного питания** очень разнообразен даже в рамках одной **категории**. К примеру, кофейни могут быть небольшими, располагаться на 10м2 и торговать на вынос, имея в меню дополнение к кофе небольшой ассортимент выпечки, а может быть полноценное большое заведение с большим ассортиментом блюд и количеством посадочных мест не менее 80.\ Будущим инвесторам, в первую очередь необходимо ответить на вопрос о бюджете будущего заведения и его концепции. Можно рассматривать франшизы или идти по собственному пути.\ Дополнительно не помешает **анализ пешего и автомобильного трафика** в том районе, в котором хотели бы развиваться. Так же нужен детальный **анализ всех конкурентов** в радиусе **5-10** км.\ Что касается цены на чашку, то она будет зависеть не от желания владельца заведения, а от возможности того или иного района, на цену будут влиять конкуренты, проходимость, цена закупки, использование оборудования (свое или арендное), наличие и качество персонала. Если вдаваться в детали, то данный проект не выдержит временные рамки, отведенные на его подготовку в рамках обучения. Поэтому вынужден остановиться и отправить проект на проверку.